{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0.0\n"
     ]
    }
   ],
   "source": [
    "FILE_NAME = 'magazine_dataset.csv'\n",
    "\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import math\n",
    "import datetime\n",
    "\n",
    "%load_ext tensorboard\n",
    "print(tf.version.VERSION)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# split dataset 80% train, 15% validation, 5% dev\n",
    "def split_dataset(dataset):\n",
    "    size = dataset.shape[0]\n",
    "    train_size = size * 80 // 100\n",
    "    test_size = size * 15 // 100\n",
    "    \n",
    "    return dataset[0:train_size, :], dataset[train_size:(train_size + test_size), :], dataset[(train_size + test_size):size, :]\n",
    "\n",
    "def plot_series(time, series, lab, form='-', start=0, end=None):\n",
    "    plt.plot(time[start:end], series[start:end], form, label=lab)\n",
    "    plt.xlabel(\"Minute\")\n",
    "    plt.ylabel(\"Price\")\n",
    "    plt.grid(True)\n",
    "\n",
    "def tf_dataset(series_x, series_y, batch_size, shuffle_buffer, shuffle=True):\n",
    "    ds = tf.data.Dataset.from_tensor_slices((series_x, series_y))\n",
    "    if shuffle:\n",
    "        ds = ds.cache().shuffle(shuffle_buffer).batch(batch_size).repeat()\n",
    "    else:\n",
    "        ds = ds.cache().batch(batch_size).repeat()\n",
    "\n",
    "    return ds\n",
    "\n",
    "def create_window_dataset(ds, lb, window_size):\n",
    "    windowed_dataset = []\n",
    "    labels = []\n",
    "    for i in range(window_size, ds.shape[0] + 1):\n",
    "        windowed_dataset.append(ds[i - window_size:i])\n",
    "        labels.append(lb[i - 1])\n",
    "        \n",
    "    return np.array(windowed_dataset), np.array(labels)\n",
    "\n",
    "def get_metrics_result(metrics, true_labels, predicted_labels):    \n",
    "    metrics_result = []\n",
    "    for metric in metrics:\n",
    "        metric.reset_states()\n",
    "        metric.update_state(true_labels, predicted_labels)\n",
    "        metrics_result.append(metric.result().numpy())\n",
    "    \n",
    "    return metrics_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>dollar_close</th>\n",
       "      <th>volume</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>33.0013</td>\n",
       "      <td>33.0316</td>\n",
       "      <td>32.7213</td>\n",
       "      <td>32.8513</td>\n",
       "      <td>4.1007</td>\n",
       "      <td>0</td>\n",
       "      <td>32.8513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>32.8810</td>\n",
       "      <td>33.1225</td>\n",
       "      <td>32.8522</td>\n",
       "      <td>33.0411</td>\n",
       "      <td>4.0994</td>\n",
       "      <td>301337</td>\n",
       "      <td>33.0411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>33.0200</td>\n",
       "      <td>33.3100</td>\n",
       "      <td>33.0200</td>\n",
       "      <td>33.1300</td>\n",
       "      <td>4.0979</td>\n",
       "      <td>177100</td>\n",
       "      <td>33.1300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>33.1506</td>\n",
       "      <td>33.1761</td>\n",
       "      <td>32.9759</td>\n",
       "      <td>33.0006</td>\n",
       "      <td>4.0971</td>\n",
       "      <td>179428</td>\n",
       "      <td>33.0006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>33.0012</td>\n",
       "      <td>33.1010</td>\n",
       "      <td>32.9008</td>\n",
       "      <td>32.9112</td>\n",
       "      <td>4.0974</td>\n",
       "      <td>204443</td>\n",
       "      <td>32.9112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      open     high      low    close  dollar_close  volume        y\n",
       "0  33.0013  33.0316  32.7213  32.8513        4.1007       0  32.8513\n",
       "1  32.8810  33.1225  32.8522  33.0411        4.0994  301337  33.0411\n",
       "2  33.0200  33.3100  33.0200  33.1300        4.0979  177100  33.1300\n",
       "3  33.1506  33.1761  32.9759  33.0006        4.0971  179428  33.0006\n",
       "4  33.0012  33.1010  32.9008  32.9112        4.0974  204443  32.9112"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(FILE_NAME, sep=',')\n",
    "data = data[['open', 'high', 'low', 'close', 'dollar_close', 'volume', 'close']]\n",
    "data.columns.values[6] = \"y\"\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>dollar_close</th>\n",
       "      <th>volume</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>33.0013</td>\n",
       "      <td>33.0316</td>\n",
       "      <td>32.7213</td>\n",
       "      <td>32.8513</td>\n",
       "      <td>4.1007</td>\n",
       "      <td>0</td>\n",
       "      <td>33.0411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>32.8810</td>\n",
       "      <td>33.1225</td>\n",
       "      <td>32.8522</td>\n",
       "      <td>33.0411</td>\n",
       "      <td>4.0994</td>\n",
       "      <td>301337</td>\n",
       "      <td>33.1300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>33.0200</td>\n",
       "      <td>33.3100</td>\n",
       "      <td>33.0200</td>\n",
       "      <td>33.1300</td>\n",
       "      <td>4.0979</td>\n",
       "      <td>177100</td>\n",
       "      <td>33.0006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>33.1506</td>\n",
       "      <td>33.1761</td>\n",
       "      <td>32.9759</td>\n",
       "      <td>33.0006</td>\n",
       "      <td>4.0971</td>\n",
       "      <td>179428</td>\n",
       "      <td>32.9112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>33.0012</td>\n",
       "      <td>33.1010</td>\n",
       "      <td>32.9008</td>\n",
       "      <td>32.9112</td>\n",
       "      <td>4.0974</td>\n",
       "      <td>204443</td>\n",
       "      <td>32.8800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      open     high      low    close  dollar_close  volume        y\n",
       "0  33.0013  33.0316  32.7213  32.8513        4.1007       0  33.0411\n",
       "1  32.8810  33.1225  32.8522  33.0411        4.0994  301337  33.1300\n",
       "2  33.0200  33.3100  33.0200  33.1300        4.0979  177100  33.0006\n",
       "3  33.1506  33.1761  32.9759  33.0006        4.0971  179428  32.9112\n",
       "4  33.0012  33.1010  32.9008  32.9112        4.0974  204443  32.8800"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = data['y']\n",
    "dataset.loc[dataset.shape[0]]= 0.0\n",
    "dataset = dataset.iloc[1:]\n",
    "data.iloc[:, -1] = dataset.values\n",
    "dataset = data[:-1]\n",
    "\n",
    "dataset_to_numpy = dataset.values\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Split dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset shape: (12850, 7)\n",
      "Train dataset shape: (10280, 7)\n",
      "Cross validation dataset shape: (1927, 7)\n",
      "Dev dataset shape: (643, 7)\n"
     ]
    }
   ],
   "source": [
    "train_dataset, cross_validation_dataset, dev_dataset = split_dataset(dataset_to_numpy)\n",
    "\n",
    "print(\"Dataset shape: {:s}\".format(str(dataset_to_numpy.shape)))\n",
    "print(\"Train dataset shape: {:s}\".format(str(train_dataset.shape)))\n",
    "print(\"Cross validation dataset shape: {:s}\".format(str(cross_validation_dataset.shape)))\n",
    "print(\"Dev dataset shape: {:s}\".format(str(dev_dataset.shape)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stock prices graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x211889dcc08>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BPOG5gTd4buANnht4g+emBhb+Rtq00LXulmVS616e2zcAPDfhwTCMdaZp9vF0zu9rOBiGEWkYxveGYXx6Rv0LhmEwTggAAAAAks9xr1v9QuDjAHwoEItG3iNpS8UKwzD6SEoOQN8AAAAAEPrO6edeZ1oDHwfgQ35NOBiG0UbSKEmvVaiLlPS0pP/zZ98AAAAAEDZsHpILVs+7vAHhwt8jHJ6VPbFgq1D3O0kfm6Z5yM99AwAAAEB4sHlILmxbLJ3mtQnhy2+LRhqGMVrSSNM07zQMY4ik+yXdKul9SUNM07QYhpFnmmZiJdffWtZeLVq06D1//nyX802aNHFsdRiKrFarIiMjgx0GfGDnzp3KyckJWH95eXlKTPT4zwKoFM8NvMFzA2/w3MAbPDfVa374K3Xd8jeP57KHLApwNKEhVJ+bn4t/1pKcJfpNs98o2ogOdjhBN3To0EoXjfTntpgDJI01DGOkpFhJjSX9KKlY0k7DMCQp3jCMnaZpumUOTNN8RdIrkn2XijNXJ92yZUtI7wLBLhX1R2xsrHr27Bmw/liNF97guYE3eG7gDZ4beIPnpgZmXlHpqSGDB0v296e6OX1Qim0ixSTU/V4BUOvnxloqnT4gnZXmr5AkSb/69Ff6sfBHnd39bKU3S/drX+HOb1MqTNN8wDTNNqZppkm6TtJS0zTPMk3zbNM008rqCzwlG8LRzJkzNWvWLJ/ft7qM3qlTp/Tiiy/6vN+5c+fq4MGDPr8vAAAAgCoMvF/6w3bXuuLTvrn3386X5o7yzb1C0d8HSc9lSAUn/NrNTzk/SZJKbaV+7ac+CMQuFfAjEg4AAABAmMv+i7Oc+WspqYXr+fxjvuvr4Pe+u1eoObJZknRy1rk6dHKX37opsBRIkm74/Aa/9VFfBCThYJpmtmmaoz3Uh96EnFp44okn1LlzZw0bNkzbtm1z1O/atUvjxo1T7969NXDgQG3dulU5OTlKS0uTzWZfP7OgoEBt27ZVaalrVmz37t3q37+/srKy9PDDDzvq8/LydMkll6hXr15KT0/XokX2eVzTp0/Xrl27lJmZqalTp1baLj8/X6NGjVJGRoa6d++uBQsWSJLWrVunwYMHq3fv3hoxYoQOHTqkhQsXau3atZo4caIyMzNVWFjo1+8jAAAA0KBl/8lZTjnX/XzB8cDFUg+MaNtKwz++MthhQP5dw6FeW7dunebPn6/vv/9eFotFvXr1Uu/evSVJt956q2bNmqWePXvqf//7n+68804tXbpUGRkZ+uqrrzR06FB98sknGjFihKKjXRcZueeee3THHXdo8uTJmjNnjqM+NjZWH374oRo3bqxjx46pX79+Gjt2rJ588klt2rRJ69evlyRZLBaP7T7//HO1atVKixcvliTl5OSotLRUd911lxYtWqRmzZppwYIFmjFjht544w3Nnj1bs2bNUp8+Htf+AAAAAOBPF94trX7eXvblCIcGoDCCgfyhol4kHP7yzV+09cRWn96zS9MumtZ3WqXnV6xYoXHjxik+Pl6SNHbsWEn2kQirV6/WDTfcoIiyB724uFiSNGHCBC1YsEBDhw7V/Pnzdeedd7rdd9WqVfrggw8kSddff72mTbPHYJqmHnzwQS1fvlwRERE6cOCADh8+7HZ9Ze3S09N1//33a9q0aRo9erQGDhyoTZs2adOmTbr00ksl2XfWaNmypbffMgAAAAC1ZfWwHaYkDX9cMm3SmtnS/F9JMw7bj2PiAxtfuPCwbsO2E9vUuWlnv3ZrsVkUFVEvXqv9gu9MHRgeVoq12WxKTk7WqlWr3HapGDt2rB544AGdOHFC69at08UXX1zj+86bN09Hjx7VunXrFB0drbS0NBUVFdW4XadOnbRu3TotWbJEDzzwgIYPH65x48apW7duWrNmjZffAQAAAAB1Yi2u/NyFd9sTDpI0O0vK+VmaGbjt2sPK/F+7Vf3pf3/SW5e/5dNu9p3e53KcV5Kn5Nhkn/ZRn9SLhENVIxH8ZdCgQZoyZYqmT58ui8WiTz75RLfddpsaN26s9u3b68MPP9TkyZNlmqY2bNigjIwMJSYmqm/fvrrnnns0evRoRUZGut13wIABmj9/viZNmqR58+Y56nNyctS8eXNFR0dr2bJl2rt3ryQpKSlJubm51bY7ePCgmjZtqkmTJikxMVFz587V9OnTdfToUa1Zs0b9+/dXaWmptm/frm7durndFwAAAIAfWCokHHpe73ouosL7Qs7PgYknXJ3cY/9s2kERZqlshuFY3NEXFv+0WOcmn6u5P851qT9dcpqEQxWY3OKlXr16acKECcrMzNT48eM1cOBAx7l58+bp7bffVkZGhrp16+ZYuFGyT6t49913NWHCBI/3fe655zRnzhxlZWUpJ8eZvZw4caLWrl2rPn36aN68eerSpYskKSUlRQMGDFD37t01derUSttt3LhRffv2VWZmpp544gk99NBDiomJ0cKFCzVt2jRlZGQoMzNTq1evliRNmTJFt99+O4tGAgAAAP5UMeHQMsP1XFSjwMYSzi682/45ZbG6F5dIkrae2KoPd3yon0/XPVkzfcV0XfPJNTqUd0iS9Ifef5Ak5ZbwS9qq1IsRDsEyY8YMzZgxw62+fITDmVMqJOnqq6+WaZqV3rN9+/YuUxymT58uSUpNTa106sM//vEPl2NP7dLS0jRixAi3+szMTC1fvtytfvz48Ro/fnylcQIAAADwgYpTKtbNlfre4jxulCRd8oj05WPOupN7pLPSat9PFe8g9cKWT+yfCc1UWmGK+iOrH5EkRUdEa/G4xVp3ZJ2axTXTBS0v8Kqb7458J0nqeFZHSVJOCVNcqsIIBwAAAAAIloojHHrd4H7+gttdj5/LkE79XPsEgmlzlkvya3dtOPjZPlJbkdGadNp91EGprVTDPxiuB1Y8oJv/c3OduoqOiFaL+BaSGOFQHRIOAAAAABAs5QmHy550Hd1QLiZB6jjMte7ZdGnRb2vXj83qLP+yqXbXhroS17Uaxkac5dfuIo1INY5pLMm+hgMqR8IBAAAAAILFal9vQCkdJQ+71UmS4pq6160vW2C+tFCa2cT+p6iKl9+fK0y7tpV6F2uo+qBsxEKKfZqD7vtRF5xd9ZSJ2iQKzpwSnxCdoKQY+/R5RjhULawTDlWthQD4As8YAAAA/GbFX6VdS+3lyJjK20VVci7/mHTiJ+fxz1Vsd//2WGd5wfWVtwtHPy2zfx7f6ai6Kf2mKi/58//+XOPbW02ry3GXpl0UFxWnqIgonS5mhENVwjbhEBsbq+PHj/NCCL8xTVPHjx9XbGxssEMBAABAffTlY9KyJ+zlqnak+GWj5/qnz5WsFUYrnD5Ys34LT9SsXbgodd/+8sJWFzrKi65cpCs7XulyvmtK15rd2lqqnu/0dKk7VnhMhmEoJiJGr296XVabtZKrEba7VLRp00b79+/X0aNHgx2KR0VFRbyo1gOxsbFq06ZNsMMAAABAfVdVwiH3l8rP7f/WtdznRt/FVE80jmmsjGYZ+mjnR446i81So2tPFZ9yq9t2cpskqcBiT3Qs2b1EY84d44NI65+wTThER0erffv2wQ6jUtnZ2erZs2f1DQEAAAAgsoqEw8R/Sn8fJP1qvtQmS/p8urTxn/ZzS+53tls/T7ryRffr84/5NtYwMen8SVq+f7lSYlM05twx+uOaPzrOFVoKHeWTRSeVGJOo6Ihot3s8/vXj1fbDOg6VC9spFQAAAABQb1Q1wqFlhvTQUanz5VJCqjTsj5W3Pbjeve6XDXWPLxz0uM7lcFrfaVp81WIZhqFGFRI6cVFxKiibhvGfPf/RoAWD9MiqR7Tx6EYdzHOdlrJs3zK3bvq17Ody/Odvar4eREMTtiMcAAAAACBsrZvrelxVwkFyXTiySWupRXfpsIftLb97S2qVeca1cV6F6BNfv2zf1jO1o//7uurvNWpmtVl1MP+gbKZNf/jqD5KkT3/6VJ/+9KmjzTcTv1FcJd+3cR3H1T3WBoIRDgAAAAAQaJ/c43pc1ZQKTzwslChJWvuGfYvMigtNNkq0f6YNrF0fdWWzSp9Pk167OLD9VqPEVqL/7v2vrvjoikrb9J3XV099+5QkuSQe/nv1fzWyw0i/x1hfkHAAAAAAgGCrbOvLylx4t+vx9H2SEek8fv8Gqahsy8YfyxZLNAzn+VM/2z8LTlS9KGVdlO8oWJTjn/vX0tODntYbI95wHO85vafK9u9sfkeS63oPURGeJwmkv5Xu0q420t9K1/QV0726NtSRcAAAAACAYIuq5Q53fW6U2patJZDaSYptLJkVtmc8sUv6e9mIhmP2XRXUvMJWkM+mSzab9FR76a+dpTx/7P5n+uGe3rus/WXKOjurTveIMipfleBk0cla32/v6b2SpMU/LfY6plBGwgEAAAAAgi2yliMcJCmybFeFkbM8nz+5R3p9uHTeCPtxvztdzz/W1Fme3af2/VfHDK2EQ2VeufQVt7rfdP+No/zeqPcUYdhfnSsb4SBJJdaSWvf9t7V/c5R/OPpDra8PdSQcAAAAACDYKk53qPE1Za9zNkvlbfb9T7KV2suRZ277WCEhUHSq9v1XKzwSDv1b9Vd6arokqUezHvrsqs90b+97tXDMQi27dpm6p3aXIfvfT8WEw0vDXnK5jzdTKpbuW+ooT1oyyZvwQxq7VAAAAABAIPlqTYOBf7AnFFr1tB8bEZJpc29XvlVmFb+dl2QfkeBN4qOq+4W4ty57S5L07sh3lV+ar6SYJMe5zk07O8pZZ2fp60NfKzLCuU7GRa0v0pC2Q5S9L1tS7RMON/37pjpEHh4Y4QAAAAAAgZR/zFlObuf9fToMlh46LMWXTY2ITfbc7jv7S7XLopKe/Pgv72ORpOJcqbSoQkWAEg4R0dJFv69x88gK34deLXrZb2FEuCQbzvTc0Oe0cMxCRUe4jhKpeFzbhMO3v3zrVufNtIxQRsIBAAAAAILlnh+kR2q/2KBH174ldbxUSuno+Xx0JQtTli9YabN6Pl9Tf24jvXRh3e7hDdNafTKlgoGt7Ytpzuw/s8bXxEfHu4x4KFdxEckfj/9Y4/tVdHdP544j87bM8+oeoYopFQAAAAAQLIbhu2kM7QfZ/5QWSjn7pYRU6S9pzvNRcdL9O6WD30uL/yDllG2Necsy6aX+0r9usScrWvfyPoYTu6RP75MueViKbFSnL6dGTNM+jSSi5gmHpwY/pcP5h5XWJK3O3X+25zNHuaC0oMbXVWybGpfqKMdFxdU5plDCCAcAAAAAqE+i46TU86SKUwQufVyKiJASm0mdhktxFaZfJDhfePXq0Lr3v/b1skSHH6dU5B+Xdi1zrllRixEOcVFxPkk2nKk2UyqOFx13lHec2qGOyfZRKYPbDPZ5XMFEwgEAAAAA6qPICgParcWu56Lj7Z9Xveq+9kPuYanQB7tW+HPRyHnjpXeulHZ/ZT+OCP6r7aJdi2rctsjiXOtieLvhWjhmoZaMW6KWiS39EVrQBP9vBQAAAADgX8W5rsej/ip1GCKdP0aKipF6XOc899dO0gt1mFbhULeEQ4S1RJrTT9q9wv3kwe/tn++Ms3/WYoSDL5WPTJCk/NJ8SdIrG15R+lvpyimufDeSAot9SsWEzhOU2TxTkRGRatu4rX+DDQISDgAAAAAQSOXTAFp0939fg6fbPxu3dq0/u7s0eZF9+oUkjX3e9XzBcdWK1eJel3fEWfZitENc4UHp6BbprdHSqX1V91WLNRx8KSUuxa3uhe9fkCQ98b8nKr3u+iXXS5KGtRvmn8BCBAkHAAAAAAik8t0gBt7n/76GTJcmfSBl3Vx1uygPCzxu+bT6+xecsCcTytcvuPQx6bIn7eXDFXZtWP+PmsVbgWlUeF39zwxnOe8X98ZBGuHQJKaJy/HKAysd5c922xeULLIUyTwj4WKWjf6ob4tEnomEAwAAAAAEklmWcAjES7JhSB2HeTcCYPNHVZ/f8YX0VHvpj8nSid32uuh4Z/Ji4U3Otoc31bp7o+JL+qmf7X8k6Zlu7o3LR40E2CP9H9H0vtMdx3d8cYfL+bySPGXNy9KgBYMkSaeKTmn7ye26qPVFiouKU0azjIDGG2gkHAAAACnowtoAACAASURBVAAgkMpHOARpGkCNnZVW9fmd/3WW/znF/tmim3PKg63Ueb4kv9bdG2aF6w9+Lz2bLj1fYW2Jblc5y0071Pr+vtCkURNNPH+iW/3488ZLkpbtWyZJOlVsX4Rz4IKBGv/xeK08sLJWu1qEKxIOAAAAABBIgRzhUBfLn676fFKFHRVO7LJ/tsyUmp/v3ra0oNbdR1RMWJzZjyRd/YaznNqp1vf3pzHnjpEkPbjyQUedLUijMIKJhAMAAAAABJKt7MUz1EY4XPVa7dp/+Uf3uph4qf1A93prSa3D8ZhwqMgwnOUmrStvFwDvjXrP5bhNYhu3Nhlvu06fuLvn3X6NKRSQcAAAAACAQArVEQ49rnGvs1bx0n/R72t+b0vtEw4xJacqPzn+dfvnpA+kgX+QYhJqfX9f6p7q3HHkvt73qUVCi2qvubH7jf4MKSSQcAAAAACAQHKs4RCCr2PRZ7y4z7vacztrqbTirzW/rxcjHM7b8Yq90CLd/WT5DhYdh0mXPFLre/tDUkySLm57cY0TCVERUX6OKPhC8AkHAAAAgHrMVraoYqiNcJCkGQelmTnSlMX245+ypd3LXdsU5UiPp7pf2+kyZ/m2FdJ5w53HJ3fXOpRoS669cMdKqcMQ15Mp59b6fv62YsIKPTv0WcdxxSkTa361xlFOjUvVU4OeCmhswULCAQAAAAACqXxKRSj/hvuc/s7yyT2u537KdpbPvUS6Z4MUES1d9YqzvmUPKe4s5/GJn6Ql/ycV51bdr80m/fcR6fgu1/qr37R/3r5KuneT1DL0tpOMjIiUUWFdiUvbXSpJeufyd5QYk6grO16pVgmttOzaZbq8/eXBCjOgQvgJBwAAAIB6KBy2xawY25nrI0Q2cpYvfUw6q530yDH3ezRKcj3+5u9SXLI09EH3tuVOH5BWPSdtXOhaH9/UPvIijKQ1SdPGGzY6jh8f8HgQowkORjgAAAAAgL/sXeO+YGL59oihOKXCk6g4Z/mrp6TtnzuPGyVWfl3mRPe6qhahlKSSPPvn6QM1jw8hi4QDAAAAAPjDyT3Sm5dJCyZJpumsD+VFIz357i1nedkT0ro3ncdnpVV+XetetR+VUHTa9XjkrNpdj5ASJk84AAAAAISZ8t/m7/i39PVL9nL+MemfU+zlcBnhUHFEgz8V50pvDHetq7gOBMIOCQcAAAAAIeF0Ualeyt4lm82svnGo2v5vae9qe7ni9IGN79s/Vz0rWQrt5VBew0GSxr5g/0xqZf8sH5lR7t6Nqj1Tyv3F86nv33Wv63iJF30gVJBwAAAAABAS/vjxZv3l8636asfRYIfivX9cK715uX3dhvm/ctYf/N6+80JRhSkGoT7Coddk+9aWic3tx5Zi1/PJ59T+niufkf7aWVruYarEmQtFSlJscu37QMgg4QAAAAAgJOQU2kcElFpsQY6kFvKPS8v+bN/OsaLNH7lvJ7nyGem7t53HoT7CQbInRcq38bRWWPyydZ+63Xfp467rWpTkSwfWOo9H/VVbO98lVdhmEuGHbTEBAAAAhASz7AU0IpxeMpf8QfrxQyk+RWrR1Vn/r1uc5cxJ0vp3pRO7pYRmUn7ZCI5QH+Eg2ZMilhLJanGdIjLu73W/d3GuFNvYXl75rLN+4kLpvEv1S362utS9FwQRIxwAAAAAhARbecIhnN5S9qyyf342Vfrycc9t+t5s/9y70plskMLjt/cHv5eObZNm93Ed4ZCQUvN7XPak5/pvXnGWbRWSGUY4PQCoCn+TAAAAAEJC+VqRhsLgRdyhwrSAfV97bhKT5Lm+qi0lQ8XpA/bPk7sla9kaDle+XLvdIyobybG0QoImKs5Zbndh7WJEyCLhAAAAACAklL+628ww2qUiJrH6NnHJUrsB7vXhsIZDRacPeXddaUHl596+Qjrxk5T9J/vx1F1SdFzl7RFWSDgAAAAACAk/Hc2TJD352dYgR1KNkgLnFpGZv668XbsB0m++kBJSpb2rXM9N+sB/8flS5kRn+cQu+2dtR2aYZ2yned0/nOWfsqXne0oR0fbjhNTaRogQRsIBAAAAQEjILbJIknYcyQtyJFUwTelPLaVP77UfRzWqvO3RbVLbLPf6TpdJHYf5Jz5fa9LWWT66zf6Z1KKWNymbIpPaWbpjtdRllNSql2uT1r2k9oO9DhOhiYQDAAAAgJAQFlMp8o/ZP8u3t7TZkyRqXrZDRUJzZ9vxr3m+x8in/RObP1Rc2HLNbPtnbdZvqKjz5VKLbvbywe9cz+37n1zWw0C9QMIBAAAAQEi4pIv9ZX1sRqsgR1KFOX1dj7PLdmCYvEg6f4x021fOcykd3a8/b7iUfI7/4vM1S5F7XaMmtbtH+tVSXFOp1+Sq2+1eXrv7IuSRcAAAAAAQEpo3jpUknde8BgsxBkvhCWf54HrnVpGJzaUJ70qNW0nNutjr4itsHXnhXfbPI1sCE6ev2KzudbXdtzT5HGnabinlXN/EhLBBwgEAAABASCgfvG8Nh6kVklRw3HP9b/8nzcyRYuKddZ1H2j87Xeb/uHzKT38X5es13PCJs27iQv/0haCJCnYAAAAAACBV2BbTFiYJhz0r7J8D76++bbsLpbu/l5LT/BqSz52Z/LnxM9/c94aP3evaXuCbeyNkMMIBAAAAQEiwliUanl+6M8iRVKHiS/HKZ+yfeYdrdm3TDrWfjhBsps1ZNiLsiRNfu2+rPZER29j390ZQMcIBAAAAQEgIi10qIqLd6zwtDllflCccLnlUuuB2//TRuKX9D+qdMEuvAQAAAKivwmIqRfkikRX1/23g4wiU8oRDdLzrmhRADZBwAAAAABASwmKxSGuJ1CLdtS7Sw6iH+sbg1RG1x1MDAAAAICSEwwAH2SzSWe2k696zH5dvgVlfDZ4uZU6Uek4MdiQIQyQcAAAAAISEilMqLFZbFS2D5IcF0uFNUkSU1Kyzva6+/+Y/IUW68kUpJiHYkSAMsWgkAAAAgJBQcdHIY3klOrtJbBCjKTN3tH0dg+vmSR/eaq+LjLHvODHgXqnnpODGB4QwEg4AAAAAQkLFQQ0hs3vknhX2z7+kOesioyXDkC79Y1BCAsJFqPwzBgAAANDAmRVGOPR94kut2XU8iNFUYeviYEcAhAUSDgAAAABCwpm7VLz81a4gRVLm0A+e6y//S2DjAMIUCQcAAAAAIeHMXSq+2n40OIGUy9nvuT7jusDGAYQpEg4AAAAAgqrYYpXkuktFyPrVgmBHAIQNEg4AAAAAgmbH4Vx1fuhzLd5wSFYPCYdDOYXaf7IgCJHJvjvFmZqfH/g4gDDFLhUAAAAAgmbb4VxJ0tzVuxUX4/p60qJxI/X/81JJ0p4nRwU8NpkeRlzEJQc+DiBM+T3hYBhGpKS1kg6YpjnaMIx5kvpIKpX0jaTbTNMs9XccAAAAAEJPfEykJOnbPSfdzhVbPIwwCCgPCYdGjQMfBhCmAjGl4h5JWyocz5PURVK6pDhJNwcgBgAAAAAhIreoVAUlFklSTmHlv3s8VRBiv5e8d6NkGMGOAggbfk04GIbRRtIoSa+V15mmucQsI/sIhzb+jAEAAABAaEmf+R9d+KR9qsTvF1Sy9eQZSoIx2sFmdT1OPifwMQBhzN8jHJ6V9H+S3H46GIYRLel6SZ/7OQYAAAAAfrL/ZIFjsce9x/NrfN2pglKlTV9c4/YHTxU6D0xTOrmn+os2fyzl1WFrTU+LRgKoMcP0tBCKL25sGKMljTRN807DMIZIut80zdEVzr8qKd80zXsruf5WSbdKUosWLXrPnz/fL3H6S15enhITE4MdBsIQzw68wXMDb/DcwBs8N6joZJFNv88udKkbc260xp8X41JX/tx8+4tF7RpH6P+Wu14jSW2TIrQv16ZfdYnRe1tL3M7/NrORss62L0HX6sASddrxd63rNUu5SR3U/MgqHWl+kWQ4f5+akLdbWWvtrxrZQxZ59fW1+CVb5299xnHs7X3gHX7ehIehQ4euM02zj6dz/lw0coCksYZhjJQUK6mxYRjvmqY5yTCMRyU1k3RbZRebpvmKpFckqU+fPuaQIUP8GKrvZWdnK9xiRmjg2YE3eG7gDZ4beIPnBhVt2H9Kyl7lUvfJrlI99ushOishRrP+vU2zl+3US8MSlNQ+Q3M+X+3xPrcN6qCjucXa9/0BTbmsn97butytTVrHzhrSp6394P03JUm9v7vfcb7ree2lXtc7L/g51r50veT9M/v9AWmr85BnP7D4eRP+/JZwME3zAUkPSFKFEQ6TDMO4WdIISZeYJmOUAAAAgHBjtZkyJNkqGSz9/tp9mtivnWYv2ylJOlVkat/eEx7bvjGljy7u0kIFJRaN69Vanc9Ocjl/XvNE7TiS57pjRd5h9xvl7Hc9/vjuCgFbpEgvXn1Ma/VtAFQqELtUnOllSS0krTEMY71hGI8EIQYAAAAAXii12nTug0t0/iOfO9ZuOFN8TKQy/vgfx/Ez3xXpT0u2emx7cZcWZddEaeB5zVzOrX/kUs275QJJZywa2cTDuvNfPem6yOOxbc7yqmfc25fbu0Za9Fsp/7j7uTMXjQRQKwFJOJimmV2+foNpmlGmaZ5rmmZm2Z/HAhEDAAAAgLpbvt2+CGNxFbtGPLzoR5dkxJEC18TEpV3tSYYLz02psq/k+BglNYp29FdqtelUQYlsZ7X3fMHB9VJxrmQ7I7bNH9s/N7wvzWwi5R+zHx/dLr15mfT9u9IXHn4PyggHoE78uYYDAAAAgHqm4przX/9kHxXw+JXd1al5okxJ173ydZXXr5w2VK2axKnIYlV0pOfff+7600hHOSbK3qbEYtOYF1ZqwrHZujHq355v/vowqUlbqetY+3Gf30hrX5d+2WA//tct9s8D66ROI6SiU85rLcXu9ytPXHQYIsUmV/l1AXAXjCkVAAAAAOqBp/9tn7Yw6LxUXdAhRf06uI5YmH9rP7dr2pwVr4gIQ/ExUZUmHCIjDEVGGI5yVIShYotVW3/JVQfjkPsFcU3tn6ZNOrVXWv2C/bjrFc42KytMq/jubftnaYXdMjb+0/WeNqv02VR7+eo3pWvf8hgrgMqRcAAAAABQY55WbWidHOexbbOkRtr1p5H6VRf7NpkbZw73qs9GURGONRxydUZf7QdJv/2f5ws7DJaSWtnLX8x01m/91D56YeviyjstyXOWIyJrHzQAEg4AAAAAasZmM/XU5+6LP0ZVGKnwj7JFHiWpeVIjRUYYGpEWrT1PjlJSbLRX/eaXWPXayt2SpNGRFZILF94lXfmSFBVb+cW5Bz3Xn95vTzxU2ukxZzmCmeiAN0g4AAAAAKiRVbuOaceRvCrbXHhuqqOc2MjPL+rD/599x4poDyMsbirbJWPsbGfd9R86y6d+lnpc63rN3tXO8ro3neUI7xIlQENHwgEAAABAjVg8bIN5bR/3LSrLF3o0DMPnMdxXcru90H6QszKyLCEw8H7pvi3S7Sulc8pGWvScJN2xWvrtt9K5F0uTPrDX7/uf67oOkvTRnc5yhyHOMiMcAK/wLwcAAABAjURWSCDcP7yTZv1nuxIbuf/2f/v/u9yn/Q48L1W5RRadKihRbotrpMl/cW80M8dZbtzKWTYMqUU353GjJvbPLx9zv8fJ3Z4DiOD3tIA3SDgAAAAAqJHY6EiPZX9rFBWhFfvsW1jGxdTxFca01ayd1VK3fgAwpQIAAABAzVgrTKkoL0dF+n7axJnKp2hI0pZDp+t2s9a9atbOVpZwuG153foDGjASDgAAAABqxGJzjg4Y3u1sSdJVvVr7vd8IX64FERktnXNh9e3KEw4sGAl4jYQDAAAAgBoptToTDu1TE7TnyVHqcnZjv/dbMeHgk50v8g47y9e85XruSNm2n6WFZZ0zCx3wFgkHAAAAADVSYrEnHD7+3YCA9ltxgEOftLPqfsPCk85y55Gu514s293io7LdMAxemQBv8a8HAAAAQI2UWO3rNsTHBG7BSEk6dKrIUf7TuPS637A84dDnJikqpuq2ccl17w9ooEg4AAAAAKhWscWqu9/7XpIUExnYhMPmCgtFtkqOq/sNy6dJXP5U5W0yfi01bi0lpNa9P6CBYkISAAAAgGodzil2lKOj/L8zRUURvu7u5i+kn9fYF5CUpPhUqeCY87xpSrZSKbKa0Q8AqkTCAQAAAEC1IitsfxkdGdiB0pG+zji0yrT/KWdaXc+f3GPfpYIFI4E6YUoFAAAAgGqVWpw7VMREBfY1orDUWn2juqiw3af92GpPOESyJSZQFyQcAAAAAFSr4paYMQEe4VBUaqu+UV3YSs84tkhWixQR2LUqgPqGhAMAAACAahVXGOEQ6CkV5cZmtPLPjVv3tn9e+rj9s+CYtP0zqSTfP/0BDQSTkgAAAABUq+IIB5+vqVBDz/+qp39ufN0/pJO7pYIT9uOvX7J/nvjJP/0BDQQjHAAAAABUq9RqBjsE/4ltLLXMcK7Z8FN2UMMB6gtGOAAAAACoVknZlIq/XZsR8L4/+u0AbT542v8dFZ6yf5bk+b8voAEg4QAAAACgWuVTKjo0Swx435ltk5XZNtn/HZ2V5v8+gAaEKRUAAAAAqlVSlnCIjgzO+g0BcXZ31+Oe1wcnDqCeIOEAAAAAoFrlUyoaRTWgV4hLHwt2BEBYa0A/LQAAAAB4q9QxwqGev0L0mOAsxyQELw6gHqjnPy0AAAAA+MK2w7mSpJj6PsKhtNBZjmoUvDiAeqCe/7QAAAAA4At//+onSQ1ghMOWj4MdAVBv1POfFgAAAAB8qXFsdLBDABAm2BYTAAAAQLVaJ8epa6vG9X9KRbmUjsGOAAh7DeSnBQAAAIC6KLZY1SypAaxpMHSG/TMmMbhxAPUACQcAAAAA1SoosSo+OjLYYfhfx2H2T9MW3DiAeoCEAwAAAIAqmaapwlKr4mMaQMIhouxrJOEA1BkJBwAAAABVKiq1yTSluJgGsAScUZZwsFmDGwdQD5BwAAAAAFCpolKrtvxyWpIaxgiH5Lb2z/53BjcOoB5oAClKAAAAAN66d/56ff7jL5KkvccLghxNAMQ2kWbmBDsKoF5ghAMAAACASi3desRRziksDWIkAMINCQcAAAAAlSq1ORdPbJ0cG8RIAIQbEg4AAAAAKmWazvJtg88NXiAAwg4JBwAAAAA10iAWjQTgMyQcAAAAANSIYRjBDgFAGCHhAAAAAKBSbZvGBTsEAGGKhAMAAACASlmtZvWNAMADEg4AAAAAKmUtWzWyd7uzghwJgHATFewAAAAAAISupNhoFRRb9eaNWcEOBUCYYYQDAAAAABemaWrTgRxJ0s4jeRrUuZkax0YHOSoA4YaEAwAAAAAX/9l8WKNfWKl31uyRJC3ecCio8QAITyQcAAAAALjYfSxfkrR278kgRwIgnJFwAAAAAOAip7BUkrRo/UFJUmw0rw0Aao+fHAAAAAAcCkuseil7l0vdY1d0D1I0AMIZCQcAAAAADrlFpW51MZG8NgCoPX5yAAAAANC3e07oSG6R8kusbueiIo0gRAQg3JFwAAAAABqYJRsPKW36Yr224ieZpqlZ/96ma15eo8mvf+NxhEOhhyQEAFSHhAMAAADQwLywdKckae2ek9p2OFezl9mPt/6S67Z+gyQdyikKaHwA6gcSDgAAAEADs/e4fdvLc5snaMO+HJdzn236JRghAaiHSDgAAAAADUh+sUXFFpskqcRi08mCEo/tZo7p6iibZkBCA1DPRAU7AAAAAACB8/8Wb5bVZs8gfLX9qHIK3ddsSEuJ1/ktGzuOR6afHbD4ANQfjHAAAAAAGpD3vtnnKG8/nKfDp4slSf978BJH/Z7jBTIM584U5zZLDFyAAOoNEg4AAABAA3dB+6Zq0ThWl3Rp7qirkG9QRATbYgKoPRIOAAAAQANRVOp5e8uoSHtC4cnxPSRJs3/dU6QYANQVCQcAAACggXj5K+eWl+seGuYor9p5XJLULKmR9jw5SqN7tHIZ4QAA3iDhAAAAADQQuUUWRzklsZGjPCajlYfWZBwA1A0JBwAAAKABsNlMjztSSNLz12W61THCAUBdsS0mAAAA0ADc9u46/XfzYUnSQ6POlyR99/CliowwXHakKFe+dSYAeIuEAwAAANAAlCcbJOmKzNaSpKYJMZW2L7XaJElpKfH+DQxAvcWUCgAAACCMlFptuv+fP+jn4wVe3yM1sfJEQ7nCEvuOFmmpCV73A6BhI+EAAAAAhJG1e05q4br9un/hD5W2+X+fbtbNb33rON57PN/lvKcpFGcqKEs4xMdEehkpgIaOKRUAAABAGImJsicLSiw2t3O7j+Vr3td79drK3ZKkg6cK1So5ToWlVkeb2wZ3qFE/NtO+hkNSo+i6hgyggSLhAAAAAISRiLLRCev3nXI7N3RWtsvx9H9t1Ns39dW/N9nXb/j1Befo/uGda9TP5d1bauNFObrr4vPqFjCABospFQAAAEAYiagwHeL9b/fJNE0t23ZEuUXuW14u335UNpupZ77YLklq1SRW0ZE1ewWIiYrQQ6O7qkk8IxwAeMfvIxwMw4iUtFbSAdM0RxuG0V7SfElNJX0n6XrTNEv8HQcAAABQH1hN53aV//fBBpXabJrx4aZK23d4cImjfNNF7f0aGwBUFIgRDvdI2lLh+C+SnjFN8zxJJyX9JgAxAAAAAPWCxWq6HJ+ZbBjfq42Gdm6my7qd7XZtfAwzqgEEjl8TDoZhtJE0StJrZceGpIslLSxr8pakK/0ZAwAAAFCfWGzui0VWVGK16c0b++rl63sro21ygKICAHf+HuHwrKT/k1T+UzFF0inTNC1lx/sltfZzDAAAAEC9cTLffa2Gilo1iXWUP7rzQkf5uesy/RYTAHjitzFVhmGMlnTENM11hmEMKa/20NT0UCfDMG6VdKsktWjRQtnZ2f4I02/y8vLCLmaEBp4deIPnBt7guYE3eG6C73ef51d5/ud9+5SdfditPvHEdmVn7/BXWFXiuYE3eG7Cnz8ncQ2QNNYwjJGSYiU1ln3EQ7JhGFFloxzaSDro6WLTNF+R9Iok9enTxxwyZIgfQ/W97OxshVvMCA08O/AGzw28wXMDb/Dc2J3ML1FyfLQMw9Pv0/zL/Hyxx/ofHhmuqQt/0ONXpSs1sZGj/t3Wx7Rs2xFdcnHXQIXohucG3uC5CX9+m1JhmuYDpmm2MU0zTdJ1kpaapjlR0jJJV5c1u0HSIn/FAAAAAPjaLzlF6vn4f/Vi9q5gh+IwoU9bNYmP1iuT+7gkGyTpovNS9fDo4CUbADRcgdil4kzTJN1nGMZO2dd0eD0IMQAAAABeOXy6SJL07x9/CWi/xRarXl3+k+P4gzsuVHJ8tCTp6j5tAhoLANREQBIOpmlmm6Y5uqz8k2mafU3T7Gia5jWmaRYHIgYAAADAFyIj7NMoSq0elyLzm7dX79UTS5y7zfdud5ZuGdhBktQ0ISagsQBATbARLwAAAFALUZH2hIPFWvX2lL5W4qG/O4ecqzE9WumclPiAxgIANRGMKRUAAABA2GoUFSlJKiy1BrTfpFjn7wqvy2orSTIMg2QDgJBFwgEAAADwQl6xJaD9NYpy/td95thuAe0bALxBwgEAAACoBdO0r91QWBLYEQ7TPtgoSXruukzFRkcGtG8A8AYJBwAAAKAWbGVrRQZ2yUinC9qnBKlnAKgdEg4AAAANULHFqqGzsrVs25FghxJ2ykc4lH8Gyvhe9q0vz24SG9B+AcBbJBwAAAAaoJ+PF2j3sXw9/ulmR93OI7nKKSgNYlThoTzNYAtgvmH74Vx98N3+wHUIAD7AtpgAAAAN0Okie2IhKTZakvT3r3bpz59tlSTteXJU0OIKdde+vEbf7DkhSbIGMOOwYX9OwPoCAF9hhAMAAEADdDLfnnBoXLbVYnmyAZUrKrU6kg0AgOqRcAAAAGiAbn57rSRpxY5jKrXaXM4dOV3k1n720h3K+ON/lFNsBnztglDx382HXY6TYqN0NLc4IH2XWGzVNwKAEEPCAQAAoIE58+X1qhdXuxz3/dOXjrKtbNrArP9sV05hqe5ZVqBnv9ihn47mqdNDn+lkfon/Aw4REYbhcpxbZFHWE19o5Y5jfu87kv+1AwhD/OgCAABoYPKLLS7HGw+4rw9wqqBEb63eow4PLnEb8fDclzt08V+/UonFptdX7vZrrKGkspf+/27+xe99t06O93sfAOBrJBwAAAAamPX7T1XbJnvbUT368Y+SXEc8lOtydpIkqV1K/X4RLrHYdP7Dn+uNlbvdRjiUe2vNXr/HYZbtjfHypF5+7wsAfIVdKgAAABqYG9/81nP9gDQ1iYvWs1/s0L0L1is1MUbH8jxPmdj6S64kqaiery3w07E8FZZa9dinm5UcHx20OMo3xGiW1ChoMQBAbTHCAQAAoAGxVFggsn+HFJdzF7Rvqhv6pzmO26UkVHu/4lKrz2ILRW+t3uMonyooDVoc5Qt1GpWMsgCAUETCAQAAoAF5u8Lw/57nJLucu6x7S52VEOM4Xrf3pMv5G/q301Xnuf6Wv7Ckficc3vtmX43afbnlcPWN6qB8YxDSDQDCCQkHAACABiSn0Plb+os6ptbq2tjoSI3u4JpwKLLU74TDmT6/d6DH+jdX7fFrv+VrOFS2jgQAhCISDgAAAA1IxTUAerR1jnD43dCO1V47qkdLtxfeOct2adm2I74LMAR8s/uESq3ua1NMvOAcdTm7scdrVu7079aYtrJwyDcACCcsGgkAANCANI6zj1D45HcXKbFRlPY8OarG15YnG566uocaRUXonvnrJdkXoazNfULVJX/NlmEY2nkkTxltk/WvOy50nJs6orNuH3xu0GIrm1HBCAcAYYURDgAAAA1IbpF9SkXzxjXb7eCDO/o7yk3KkhXX9mmrKzJbO+q7t/b8W/9wYpqmdh3N184jeZKkH/ad0vxvf3acv+HC0v7eQgAAIABJREFUNEVG2F/2dzxxufqmNQ1ofLbyRRwAIIyQcAAAAGhAThdaJEmNY2u2xWPvds4X67ZN4z22SUkI/60ac4stbnUzPtwkSZo5pqsSGzkHBkdHRuibPSfc2nd95HNJUl6xRWnTF2vOsp0qKHG/rzfK8w2McAAQTkg4AAAANCCfbTokSYqNrv6/gRVHN1SlqB5sjXk8r6TSc6lJNUuoFJTt2PH6it2SpKf/vU1jXlhZ9+BUcVtMn9wOAAKCNRwAAAAakPLkgFGDN9fy0Q0Lb++vn47mV3vPcHYiv7jSc33a1W76xDNfbHeUdx3NV1GpVbHRkV7HJrGGA4DwxAgHAACABmT74bxaX9MnramuzWrrVr986lB1bJ6oH/bn6POykRPh6ljZCIezG8fqv78fpL+MT3ecO7tJbJ3u3eXhz6s8/9X2o1q/71SVbWyMcAAQhkg4AAAAwMUX9w3Sq5P7VNvunJR4/ZJTJEm6/d3v/B2WX+UW2ddaWHBbP53XIkkXnddMUvXbhV7W7WyX71VliZd31uzxWG+zmbrhjW905ZxVVfZjc6zhUGUzAAgpJBwAAAAaCFvZW+sVma2qbNexeZIu7dqiRvfM87DYYjgqLFvcMT7GPuO4dXKc9jw5SveP6Oyx/dSy+rObxKp3u7Mc9ZUlXh5e9KPH+s2HTjvKVU1Nca7hQMYBQPgg4QAAANBAzPhooySpXUqCz+5ZvlVmKHn631u1bu/JatsVlFi06UCOJCm/bMHHhEY1W2uhUZT9v9ERhqGmCTHVtk9Lcd3hY//JAm0+eFr5FRI2n/xwsNLry3epIN0AIJyQcAAAAGgg3vtmnyRp7qrdPrtnTXa7CCTTNDVn2S6Nf2l1tW1/94/vNfqFlUqbvlhPfrZVkhQbVbOEQ/maCuVTHKZd1sWtzbybL9Anv7tIkrTneIFO5pfonTV7ZJqmbnzzW418foWKLTZH+6kLN1S6jaap8v5IOQAIH+xSAQAA0MDccGGaz+4VWfYCnNgoNP5bmVNYWuO2S7cecauLqOEiCeUv/omx9q87zkPiZUDHVJfjP/zzBy3dekS92zXVjiP2xTsnv/GNS5vth/OU2TbZ7V62srwE+QYA4SS0UtIAAADwuxsHtPfZva7vnyZJioup27aPvrJw3X5H+Vhe5VtdWqy2Ss/VxMQL2umOIefqtkHnSpL6tk/5/+zddXwcdfoH8M+sxF2raaqpu3tLqQUpcLj8gMMdDrgCxUoLRQ7pHU65wkEprqkbbamkLqmmTdo09bhnZX5/7O7szFp2k5XI5/168brx+SbdSzLPPN/nqfMcS4Dj1gVbnR7zwdpsh9vZFpOImiIGHIiIiIhaiGm9W6FbcoRbNQfcdd+4TpjSKxkXypw/3PvTzpPW2g1bjhc4Pe6cg/HeP76z2/cJDVLjn1O7S4GWnm2iFPs3PD3B6bkFFbV22xbdPQwAMFBWgFLOMoWDiKgpYcCBiIiIqIWo0RsR7GaNAncJgoDlWecAeDadwVe2Hi+Ulh9atAvfbc+zO+bHHacwat4axbaDs6c6rMPgiaGpcQCAJyd3Q/s4a5HI+8Y5DmRc1rc1AGDtk+PRr51pGsXbK4+gwFFmhqUtJvtiElETwoADERERUQtwsqAS649ckLoreNO4bokA4LTgoT/dNCxFsf70D3vtjvnH93vstnljSojBnIVgO71i5rTuuGW4clxx4UF47eo++Pz2weiYEA61OZBQqzdi0JxVeHXJQcXxlgwHhhuIqClhwIGIiIioBRj75lrojSK2u9Eu0lNXDWgLAIoWj4GyaOtJl/tr9AbF+tyremP5Y2O9cu+7RndEbJgWnRPt244mR4Yo1jsmhCMyRIuJ3ZMBABqbzIVP1h/H1R/8hWqdabyrzfUfWMOBiJoSBhyIiIiIqEGOXzB1XHhn5dEAj8S+PkKP1sraCrd8Zi3Y2K9dNG4e1gFprSK9cu9pfVpj5/OXIj4i2G5fYqRy24c3D1Ssqx1Mldh5shg3froFALDygGnaiop/vRNRE8IfWUREREQtiC/aV1oe8je7KNLob+3jQgEAB8+UKrZvy7VmeFhaWnqT4CQDwTbgkBSlzHhwdt6uk8V4Z+URaT06VNvAERIR+Q8DDkRERERNXNbpEukNeF3WPDnO6/cf0zUBANC/fQz6vLgc3zso1OgPx8yZFgCw4emJ0nJpteNill0SI3w+JuleSaZ73Tu2E1Y+7tkUjvdWWzNHvF30k4jIlxhwICIiImri0udvxN1fbgcA/JV9EbV6o9Njk2xqCXjDyC6mgEPfdtEoq9Hjpd+yvH4PdxSU27ebBIB7v9xhv21cJzwzvYevhyTpEB+O7bMmYea07uia7HoKR9uYUIfbbxya4nA7EVFjxYADERERUTPxwq/7cfNnW/HvNcpaCqK5w4GvWDpfVJkLHDqbHuBrjuogAMqpHqFaNe4e0xHPTOuBEK1/swUSIoLd+t4sf3wsVj4+Flf2b6PYrjM4DyQRETVG3p+4RkREREQBsT+/BABQUqWcQvDJ+uMAgPS+rX1y3yC1KeDwx54zPrm+uyLrqMlQUqVDlc6AiODGWQfhmoHtMC4tERHBGnRNjkRqvLLbxROXdgvQyIiI6ocBByIiIqJmYufJYgDWAIDFa0sPAQB6tYmyO8cbLG/t84urTOs+uUvd9AZTJsfYbol2+0RRxFvLDwMA9p8u8eu43PWv6/op1stlbUZfv6YP2jiZakFE1FhxSgURERFRM/PZxhy8tuQgDEblVIrwIP+8a/LtBA7nFm7KAWAqXgkoayHkFlSiotb0AO8oINEY3TO2k7Q8umvTGDMRkRwDDkRERETN0Mfrj6Pzs0uQmVMobQsN8k/NAvmbeX+KCze1nuzZ2lSUcYWsG0T2+XJ0b2XaftWAtv4fXD0kR4Xg+KvTseHpCU4LSRIRNWYMOBARERE1YSWVjls+Wlz38WZpOVBTHfylhznQ0M3cBSI82JrR8eDXO1GtMxVdDNE0nT+BVSoB7ePCAj0MIqJ6aTo/bYmIiIgIAGAwinjptyzkFVbiTGmVtP2z2wbjluHOWycGqnuEr+VerEBRRa00hUTl4OvsnBQhFc/UqPknMBGRP/CnLREREVETk3W6BAs35WLMG2vxnzXZAIA5M3pjUs9kPHpJN4zoFO/wvOYYbhBFEePfWodJb/8pBRzk7TG3z5oEAOiUEB6wqR5ERC0VAw5ERERETUywxlqLoUO8Kd3+moHtAACJkcFYdPcwv4/plRm9/X5PAFiw0VQosqCiFqK5WqVKFnBIiAhGZIgGGfsC27KTiKglYsCBiIiIqImRPU8j92IlgjUqRUFIZ1MnIkN816UiyubaRqN/elXIAwkG0TKlQnmMxnYDERH5BQMORERERE2MXvYwn7HvDGr0xjrPeWVGb1zaM9lnY7qsbxvF+r78Ep/dS05eNLO82jRlQqNS/olbJDvm/ZsG+mVcRETEgAMRERFRk6M31J098PfRHRXrtw7v4NOikWqbLILYsCCf3UuuoKJWWp675CBUAhAbpnV4bPdWkUjv29ov4yIiIgYciIiIiJocnVGZ0dC9VaTdMTcMae+v4ThkFP0zpaJKZ7C5r/MuFIfOlvljSEREZMaAAxEREVETU23zkD3HQcHGpKgQfw3HIV8FHEqqdDhfWi2t+3KaCBERNYzvKgcRERERkU98uy1PsR4ebP8nnVYd2EKJvgo49Ht5BQDgyJxpCNKo0Dkh3Cf3ISKihmOGAxEREVETE6xR/gkX4SDgYFs40R8my7INJr293qf3OltiynLQ+akbBhEReY4BByIiIqIm5rvtpxTrUaH2RRLlrSAd1XjwBa2T2gm+IMIUaLDNpLh6QFun5/RrH+PTMRERkRIDDkRERERNiOhgqoKjDAeVLODgy+4Uzu7pCztOFEnLlm+D7bdj7lV9nJ7/8S2DfDEsIiJyggEHIiIioiakpEpnt822JaWtqwa08dVwFKb1buWzax88U4prPtwkrVsyG4xGEWFBaml7iNb+z9s7RqUCAJKjgn02PiIisseAAxEREVETUqs3tcTsmhQBAOjZOqrOc+4e08mnY7KY3qc13r9poLS++ViB165tG2ixJDYYRUAtuM7meOGynjj+6nS/ZXoQEZEJu1QQERERNSHF5gfvhyZ2QZ+20Uh2o/2lPx+05dkWN366Bav/MQ6dEyMafF2VzddgmVpiFEXU9eUJglDnMURE5H0MOBARERE1IRfLagAAiZHB6OSFB3nvUxZVKK60nwLilbtINRxEqFQCHpzQGa2iQ31yLyIiqh8GHIiIiIiakI/WHwcAJEY0znoEtkUcjaKIy/69AflFVdj1wmSv3cfSDdMomrIfnprS3WvXJiIi72ANByIiIqJGrqJGj4y9Z5BfXIX1Ry4AADrEhwd4VO4xGEXszy9FUQMzHWy7c1wsN2V6GEURPm6OQURE9eRRwEEQhKbxm42IiIioGXn59yw8uGgnRs1bI20L0jTO90a2TTvLqvVeua7BHHBI79MaAHDzZ1sBmDIcWAySiKhxcus3lSAIIwVBOADgoHm9nyAIH/h0ZEREREQEADhdXB3oIbjNdkrF3V9u98p1j12oAACEylpg1ugNEEURDDcQETVO7obG3wEwBUABAIiiuAfAWF8NioiIiIhM8gorsTH7omLb0bnTAjSahimp1OHpH/agsKLW43Nn/54FAFi674y0LW3WMqw/csGugwURETUObufiiaKYZ7PJ4OWxEBEREZGNMW+sVayveHwstOrGOZ0CAES7SRVWT/+4B99tP4W3Vhz26JolVTpM7tkKADC0Y5xi3+mSatZwICJqpNztUpEnCMJIAKIgCEEAHoF5egURERER+ceu5y9FbHiQ28f/9MBIGIzOAwC+YDulQm551jkAwA/bT+HVq/q4vM4T3+3GTzvzpfWIYA1aR4eYi2VeUBzLGg5ERI2Tu+Hx+wA8CKAtgFMA+pvXiYiIiMgPnpzczaNgAwAMTInFkNS4ug/0InfCG7UGI1JnZthtr9YZUFKpw6KtJxXBBgAor9FDoxbw2KSuuHlYimKfv4MqRETkHrcyHERRvAjgZh+PhYiIiIhstI0JRX5xFR6a2DXQQ2kwrVqAzuA8OHD9J1uwJ6/Y6f6Y0CDEhAVh7lV9UKUzSEGJihrvdMIgIiLvcrdLxReCIMTI1mMFQfi8jnNCBEHIFARhjyAIWYIgvGzefokgCDsFQdgtCMJGQRC6NOxLICIiImq+IkM0uLRncqCH4TbRxZwKvU0mwswf9yqOdxVsAIA2MSHS8g1DrFkONQajp8MkIiI/cHdKRV9RFKXfAKIoFgEYUMc5NQAmiqLYD6YpGFMFQRgO4EMAN4ui2B/AIgCzPB82ERERUdN3tqQaG49aO1A4elgvq9YjVKu2295YjU9LQvdWkVj1hH1DM9svb/G2PLyx3HUByYQI6zSSclkmw9COcZiV3gMAUKtnwIGIqDFyN+CgEgQh1rIiCEIc6piOIZqUm1e15v9E839R5u3RAE57NGIiIiKiZuLmz7bglgVboTMYcdOnW9DxmSXo9cIyvLPyCERRREmlDvnFVYgO1QZ6qG6LDtVi2WNj0SUp0ukxj0y0Jrh+uO4YXvoty+Fxh16Ziu2zLsV7N/QHAIRqlX9+Bmkab7cOIiJyv0vFvwBsEgThB/P6tQDm1nWSIAhqADsAdAHwviiKWwVBuAvAEkEQqgCUAhju+bCJiIiImr5jFyoAAEv3n8WmYwUAgIpaA95bfRTvrT4qHTeoQ6zD85uqJyanYf6abGl94aZcLNyUa3dciDmzo1NCBABgWu9Wiv03DEnBC786DlYQEVHgCa7m2SkOFISeACYCEACsFkXxgNs3MdV/+BnAwwBmA3jdHHx4CkCaKIp3OTjnHgD3AEBycvKgxYsXu3u7RqG8vBwRERGBHgY1QfzsUH3wc0P1wc9NYOmMIu5eUenWsZ9PCYOqkbR+9ORzc/syU0DltdGheGZjlbR94dRwaZ8rC6eGS8vF1UbEhNhnNBwtMqBcJ2JAkrvv0SgQ+POG6oOfm6ZhwoQJO0RRHOxon8uAgyAIUaIolpqnUNgRRbHQ3UEIgvAigEoA94mi2Nm8LQXAMlEUe7o6d/DgweL27dvdvVWjsG7dOowfPz7Qw6AmiJ8dqg9+bqg++LkJrJIqHfq9vKLO4355cBT6t4+p8zh/8eRzY2l9mTsvXdEGM3deOjYevYhbFmx1eu76pyYgJT6sQWOlxoM/b6g++LlpGgRBcBpwqGvi2yLz/+4AsF32n2Xd1U0TLZ0tBEEIBTAJwEEA0YIgdDMfdql5GxEREVGLonfQWeHH+0dg/o0DsPof4wAAnRLCG1WwoSGy507D8E5xuHdcJwDA6K4J+PH+EU6PZ7CBiKjpq6vw42WCIAgAxomieNLDa7cG8IW5joMKwHeiKP4hCMLdAH4UBMEIoAjAnfUZOBEREVFTIooirvpgE/45tTtGdI63axHZvVUkBnWIw6AOgNEo4vaRqbhleIcAjdY7woPU6NUmGgCgUauw+B5lgGFQhzi77AciImo+6pzsJoqiKAjCzwAGeXJhURT3wkHrTFEUf4apngMRERFRi3HsQjl25xXjxk+3IHdeOvaeKgEA3Du2Ez5efxzj05KkY1UqAS9d0StQQ/WarNlT3Tru1av6YMWBs7hzVEfEhgUhNYHZDUREzYG71XW2CIIwRBTFbT4dDREREVEzVaNXTqF4dPEuAIDBKGLF42PRObHlFka7aVgKbhqWEuhhEBGRl7kbcJgA4D5BEHIBVMDUqUIURbGvrwZGRERE1JzI63QbjCIqaw0AgFtHdECH+HAnZxERETVd7gYcpvl0FERERETNnLxmw+3/zZSWU+I4fYCIiJonlwEHQRBCANwHoAuAfQAWiKKo98fAiIiIiJqTKnNGAwBsOHpRWjbV5yYiImp+6mqL+QWAwTAFG6YB+JfPR0RERETUDFXrDXUfRERE1IzUNaWipyiKfQBAEIQFADLrOJ6IiIiIHNiRWxToIRAREflVXRkOOssCp1IQERER1d9/1mbbbUvv0zoAIyEiIvKPugIO/QRBKDX/Vwagr2VZEIRSfwyQiIiIqDno1z5GsX7TsBS8f/PAAI2GiIjI91xOqRBFUe2vgRARERE1Z50SwrEnr1han3Nl7wCOhoiIyPfcbYtJRERERA2gMxjRMSEc/75xAHq3jQ70cIiIiHyurikVREREROQFeoMIrVpgsIGIiFoMBhyIiIiI/EBnMEKr5p9eRETUcvC3HhEREZEf6IwiNAw4EBFRC8LfekRERER+oDcYoVUJgR4GERGR3zDgQERERORjoihi07EC1OiNgR4KERGR3zDgQERERORjf2UXAAD25ZcEeCRERET+w4ADERERkY/pDMxsICKilocBByIiIgqorNMlyD5fFuhh+JSKtRuIiKgFYsCBiIiI/EZvMOKl37JQVFELADAaRaTP34hJb68P8Mh8Sy0w4EBERC2PJtADICIiopbjzyMXsHBTLhZuysXgDrFoGxsa6CH5RZCG73iIiKjlYcCBiIiI/CZYo5aWt58owvYTRQEcjf8EM+BAREQtEH/7ERERkd9U1uodbu/eKtLPI/EvtbmGw+vX9AnwSIiIiPyHAQciIiKSlFTq8NzP+1BVa/DJ9St9dN3GThRN/xsfHhzYgRAREfkRAw5EREQk+WBdNr7eehKLt530yfUrzBkOW5+9BLFhWgBAu9hQGC1P5M2U5etT8S8vIiJqQfhrj4iImpULZTW47fNMpM7MwA2fbA70cJocvdH0YLxoa8MCDmdKqpBfXGW3vbLGlOEQFqSWCilGBGtgMIo4fLYMFTWOp1w0dZaAgwB2qyAiopaDRSOJiKjJOnimFGdLqjGhexLKa/QI1arxxaZcrD9yAQCw5XhhgEfoPzqDETqDEWFBDfvVbqk1cPR8eb2vMeePA/hsY460/t/bh2BC9yR8ty0Pc5ccBACEBWmkgEOwRoWKWj2mvLseY7sl4ss7hzbgK2icqnSmQIuI5p3JQUREJMcMByIiarKmvbcBdyzchnlLD6H3i8tx06dbEB8RFOhh+UReYSVSZ2YgdWYGavVG/LH3NLJOl0j7//7FdvR8YXmD76NRWd/Ay6/vTPb5cpwtqVaMUx5sAIA7Fm7Du6uO4Okf90rb1CoBz6f3RHSoFm1iQqXMhy3HCxr6JTRKH647BgBYtv9sgEdCRETkPww4EBFRk1StsxYf/OhP08Pc1pxCnCpSpvE3lxT9mT9ZH9a7zVqKhxbtQvr8jdLXZ8nqKK3WNeg+GrX1T4Pb/7sNok1thf9tOYHdecU4W1KN1JkZmPT2nxj+2moApmDDmDfWOrzuu6uOSssf3zoIADC5VyvseXEywoI0UjHJWr2xQeNvrMZ1SwQA3Dm6Y4BHQkRE5D8MOBARUZNUVFkrLfdqEyUtf7XlhOK4n3fl+21MvpR7sdLh9l4vLkfqzAxpfdS8NdAb3H9otwQOhs5dBQCQJTjgQlkNvtiUqzj++V/2Y8b7f2HXySLF9qPnyuyCDYvuGoYQrfJPjTtHdcSUXq0U29Qq65SD5mpOhmkqSYe48ACPhIiIyH8YcCAioiZJXnwv63SptFxjfkPeLTkCADDrl/3IOl2C99dm4+i5MlSauyTkFTp+gG+sCipq3DqurFqPl38/4NaxRdVGKTvhfFkNUmdmIESrVhyzPOuctCwPZDy4aKfiuEvfWa9YH9UlHiO7JCDzuUnStn/fOAAvXN7TbhwlVQ3LymiszpeagjnzV1uzO0KD1C7OICIial5YNJKIiJokoY5i/3eN7iTVDEifvxEA8Obyw3bH5bw2HUJdF2sEOiVE4MAZa2DlkYldMH9NtsNj/7flBB6d1BUJEcEur5lTYp8JMW/pIcV6sSwYcEZWq8HoovbhsVenS8UnI8xFLNvGhOLyfm0cHi8PajQnu/OKAQCfbjge4JEQEREFBjMciIioSbIpLYA+baMV61qNe0GEjs8s8daQfGpoxzjF+uX92mBUl3gAwLyr+yB3Xjoyn7tE2m8pUmhr6/EC5BdX4Z2VRzB/lylr4rK+rZ3e96AsyLH5mOuCjmO6JiB3XroUbAAAlUpA7rx0/DVzostzm5uqWgPu+d8OANasm+/vGxHIIREREfkdAw5ERNQkGWwiDvvyrR0VOsSH4dKeraBVK4MOs6/s5fBa7nRjCLQavREJEUH4+NZBOP7qdHRNjsTXdw1H7rx03DA0BQCgkmVqLNiYg2qdAaIo4vc9p1FSqcN7q47i+k+2YNS8NXhPlub/7vX9kfPadAxNtQY1wmSp/4szTwIAcgoqoFYJCDfvC1Kr8PMDI6XjespqaXji3zcOUKyXN4NCnztOWGtcWAphtooKCdRwiIiIAoIBByIiapKMLnL6X7isJyKCNdj8jPWN/7FXp+MKJyn9T32/1+H2xkIURWzPLUSwRo0pvVpBpXKcvREZopwp2f35ZbjiP3/h4W92od/sFXhn1RG7c8Z0TYBGrYIgCOifEiNt/7+RqdLyhqMXAQCVNXpEBGtQYe4oMbBDDAakxErH6fQu5lm4EBOmVayXVzf9gIPawb+R7ddJRETU3DHgQERE9ZKZU4iN5gfRQDDYBBxevsKavTCis2mqgUb20KdWCYgJC0LuvHTpv3lX9wEAHDhTatf+sTFZsDEHR8+XI7+4yuVxwRo1cuelK7bJMz/kruzfBq+PCcX//j5M2ib/HtwyvIO0nLHvDACgWmdEiFYlfa81KtOfEX8b1A4A0Camfm/wg9TKP0eaQ4bDcz/vs9sWEczSWURE1LLwNx8REXlsx4lCXPfxZgDArPQeuGtMJ7+PwXZKRd920RiSGottuUUI0ZhS/p1lAlhcNbAtZv5kejAsr9EjMqRxvoFe78XAzuE5UxFs/v6sW7dOsW/1ofPSclKksuBkabUO327PQ2yYFv83MhXBGhXGpSUCAObM6I205EhFVoQngjTKgENlrR4/7DgFo1HEdUPa1+uagXb8YoXdtqZQnJSIiMibmOFAREQeO3CmTFqek3EwIGOwTKl49/r++OmBkRiQEovPbx+CpY+OkQINlse7cCetCC0P3oC1IOJve07j++15vht4PQzvFFf3QQ7caK7tICf/mm3dIHu4V9s8HPd9aQUAoKjS1LXihqEpaB0dCgAI0apx99hO0Krr92eF7YN4RY0BT36/R+oy0pRN7dUq0EMgIiIKGGY4EBGRx1LiwgI9BCnDIUijwkBzHYHIEC16tLZmKYQFadA+LhRPT+nu9Drv3dAfjy7ejdjwIADAI9/sAgAUV+pw91j/Z244Yik6+O09wz06LyrU9Gv+vnGd8dGfxzC9j+uH37vHdMKUXq2Qdbq0zuwQb6qs1btcb8qempqGASkxuGGIffCHiIiouWPAgYiI3HaxvAYRwRq7go2VtXqEBfn+V0pFjR56g4joMK1Uw0HlIk1drRKw4WnX7RjbxZre0leZCyFazF1ysNEEHI5dqECIVoVhneLdOv69G/ojSK3CyC4JqKo14LFJXTFzmvOgi4UgCOgQH44O8eEAgAOzp2Dr8ULcsXBbg8ZfF3l3DMD0ObMordYhyjzVJediBcKD1UiK9E+3h5JKHb7cnIsHJnRxWATSlV5tonCxvAadEyPQeVyEbwZIRETUyHFKBRERuW3wnFW464vt0NsEHD5Ye8wv9x/zxlr0m21K7bcEHDQNfBMfojVNMajSGfDr7nzFvus+3hzwAobHLpTj9z2nUa0zun3Olf3bYlqf1ogO1WL2lb2lr9FTYUEa9GqrbHXpiykCGpupGPnF1dJySaUO+06VIOdiBSa8tQ5D5672+v2deen3LPxr5RG8vuyQx+eeK63BuG6JPhgVERFR08GAAxERuaVaZ8oA2Jh9EUfPlyn2/Wdttl/GUFhRKy1bAg7oIR7nAAAgAElEQVSevnm2FWp+GH9tyUE8uni3Yl9mTiG25RYCAPIKK6WpDf50RvbwHQjhNpkr828c4PN7zl99VFrOK6zE5f/ZiAlvrZO2zVt6yC//Fj/vMgWgPll/3ONzS6t1iA0L8vaQiIiImhQGHIiICMv2n1GksTty+Kw1yLD7ZDEA4O4xHaVtGXvP+GZwThjNNRwaWmsg1FxQMreg0uH+EI0aZdU6jHljLWb9YuposXTfGVz9wV9+aaV57EK5z+/hSqhNdoRtRwlfu+mzrXbbPvrzGAa+stLn97ad6uEuncGIWr0R4WyDSURELRwDDkRELVxFjR73fbUTg+escnnc7f/NlJZXHDgHAHhsUjdp24OLduKkk4d2b5C/0T5XWg2DedW2m4KnwrT2D4WdE8Ol5RMFFfhu+ykAwC+7TwMA7v96J3aeLLabWuILL/6WBQAYkhrr83s5Ig/otI0JDcgYHCmv0dcZJHPk6Lky1OgNdR8IYJi5O0hcuGeZClmnSwGAAQciImrxGHAgImrhiqt00rI8i8HWoA72b3vDgzUYmBIjrTfw2d+lpfutGRQHz5Rai0Y28DdZqIOWmS9f0VtanvnTPrzyxwEApqBHabUOWrUgrfuK3mBUPBg/OKGLz+7lrqenpvns2ksfHYPNz1gLfAZpVHb1OZ6/rKdi3d2pDkfOlSF1ZgZSZ2bg0nfW46nv92LD0QvYcrwAeoPzf8Na877IEPcDB9U6A2a8/xcAa1tWIiKilooBByKiFm7271nS8pR31zs9btXBc4r1ZY+NAQDcNKyDtE2r9t2vFflb5nWHL0hTKhqa4eBoisDorgn47aFRDo9/bckhqW7EhTLP37C767bPM5E2a5m0nhAR7LN7uevK/m19du0eraPQOtqaQWE7JeGta/uhVxtlAcvMnMI6r1utM2DyO8rP9W97TuPWBZm44ZMtLj/zloDSiYJKKcBVl+7PW//NwoPrV6yTiIiouWDAgYiohTpVVAmdwYjlWcpAQmWttSvD87/sR+rMDJwtsRYufP6ynvjizqHo3sr08FclO16E76YYyAtGLtyUi6JK07pthwNvaeNk+sCx8+XQmNMqxssKGXqT3mDEpmMFim3JUf5pBRlowbIAUIQ54BCiVeFvg9oh1dyu885Rptohu/OKkVfoehqP5XPizLELFU73yTNYHGWz5BW6DkT8bVB7l/cmIiJq7hhwICJqgQorajH69bXo+txSu32Wt/bFlbX435YTAIDhr1lbEf59dEdFu78qnTXt35c1FEtlUz8A4KFFuwAAMWHaBl/7kYld7K5j253BIjO30OetMke9vsZuWyDfln9z93D8/tBov9xLHnDIL64CAKklaKvoEOx/eQpeuNw6tWLMG2udFu/UG4x44Oud0npChONaDFW1jms6fL31pLRsW/dh/ZELGPPGWnR+dgmyz5dh9OtrFEGxqwe0bXAHFSIioqaOAQciohboXKnzVovj3lyHg2dK0X+2fRcAR2n9lodBwNo5oqJGj7Jqnd2x9XW+rBqFFY6vlxDe8KkGT0xOw7bnJuHW4R2Q+dwlAExv1eVuHd7B0akOnS+rdlkboC6O3qYH+XC6Sl1GdI5Hn3bRfrnXisfHAQA2PD3B4X5L1sPgDtYimrZZOhb/XpONXeaOKv/7+1Bsn3Wpw+OmvLse/1lz1OE+C/nnHAD+yr4oLU96ez1OFVUpOme8fX1/l9cjIiJqCRhwICJqgWyr+1/Rrw32vTRZWn/u530Oz1v9xDi7bV2TIqRly4vm4a+uRp+XVnhhpMD50moMnbsa76w6Aq1awC3DUxT7o72Q4QCY6k+8MqM3kiJNUxcEWW2IjEdG47n0Hg7Ps03pv1BWg6FzV2P+atcPsK5M7d3abpuvpo40Nq2iQ5A7Lx3t48JcHvfejQOk5dPmTAhbP+06JS33auM8YHKysBJvrTji8n5bjiunuPS0qSchN8vJZ4WIiKilaRl/vRARkYLlra/FrPQeiAyxPrjvlO2XBxQcPdxP69Ma943rrNhW5sUpBxfLrWnqAgS8cmVvF0d7V1KkKXuiV5tohGjVmNIr2e6YMW+sVayfKjIFIOavya53lsM3mSfrPqgF2f/yFLttbWNCsejuYQCA2HDHQafSKuvnMMqm08SgDvZtRqt1zttlPvbtbizZZ+2Usmz/WafHxoR51kaTiIiouWKDaCKiFuZsSTXeXql8m5sY6Xhawpt/64vL+7VBsEaleONvyxKU8EUNB6PsorUGo2Ic7WIdF3b0lj8eHq0oKuisrsPizJO4rF8bRARrcPCMtbXoN9vyPJqKQUq589IhiqLTz14Pc+HS4krH020emtAFc5ccBGDNEFn1xFhU64xoExOKIXNXKYo+niutRgdzYUpHdToe+Honjs6dht15xVhqE3AI1aqleiZGXxYzISIiakKY4UBE1MLkF1unAKQlR2JASoz0QLfxn8p589cObo8QrdplsAEALLuNoogKLxdUrHLw1nnhHUMAAN/dO8Kr97KVFBWCEZ3jpfXQIMeFG2f+tA83fLIZAPCsbDrK87/sx8+ytH53lJiLY147qJ20bfMzEz26RnPi6rMXFWrKbHAWcNibXwIAyHlturStS1IkereNRlx4EJY/NlZxfKWseOSaQ+cdXvP9tdm49qPNim33j++MG4dap/rEMsOBiIgIAAMOREQtjjzNfPnjY/HzA6Okdfkb/DFdE9y+puWZUIT1gdlb7v5yu9228WlJyJ2X7rR1pa+EBztPDNyfX4rzDopxPv7tHsW6KIpInZmBF3/d7/A6H/15DACw7sgF7HlhMr69ZzhaR/v362wq1CoBYUFqRXcIi8paPX7fcxqA86BFik2dCHm2Q36RqS7ER7cMUhzz7iplbY7ceen459TuqDZ3sRjUIRYTuyd5+JUQERE1Tww4EBG1MCsPOq7oDwCx4UF4bnoP3Dq8Az6/fYjb1xRgeqATRRFnSqwP3d9vz1Mctz+/xGEHBlfkb6+fmpLm0bneZtt54++jOyrWb/s80+F5qTMzYDQ/zGbmFAIAvth8Au+vzbY79qz5+xcWpEZ0mBbDOsXbHUNWlbUGqX2r3NUfbKrz3CCN8s8g+VSI15cdAgAMSbWv9eDI38wZKfNvHMB2mERERGas4UBE1IKcL63Goq2mgoSRTt7W3z22k8fXlWc4XPOh9UHvqR/24trB7QGYOglc9u+NuHFoCl67uo9b182XdR8Yn5aI68zXCpRvMq0BlBCtCg9P7IIFG3OkbYfOmuo3aNUCdAblPP6nf9wLlQCM7ZYobXtz+WG8ufwwANObcsBaO8D2zTq5NvK11ThdUo2Xr+iFl3/PgiVZISHC/ekNRgelF+LCnZ8/Z4a1gOnAlFjp35CIiIhMGHAgImpBSqut0ym2Pz/Ja9e1pKyLLorlVdaa7p2ZU+D0GLmSSh1GzVsjrS+8Y2gDRuh9u1+YjBCt45oOO5+/FGsOnceji3dL237YYarl8N12xzUdymv0iAjWYOUBUwZK91aRXh5x8zS9TyvsOlmM0+bMkBd/y1Ls3z7rUrevZVvsMS48CIIg4MicaViwMQc920Th/8xZLOO6JSrqNhAREZE9TqkgImqhgjWOH5brw5JA7ijecN//dgAAVOagxJmSalwoq6nzmnMyDkjLi+4a1uAxepsl2PDpbYPxwmU9FfsiQ7SIDPEspt/7xeVInZkhrddVqJNMBEFQTONpCHnALCEiGFN6tQJgmnpx//jO6GEOAg1JjcUXdw7l1AkiIqI6MOBAROQjp4oqkTozA+nzNwR6KJJ5Sw/55LqWYIKjgpHLskztA/XmfPXKWgOGzF2FX3fnI3VmBlJnZuDIuTK78+Tb5J0iGgP53P9LeybjTptaDgAwvlsSpvRKxu8PjXZ4jfdu6I8oD4MSZC9j7xmvXcsgKy+iMxgRbFPjISkqBO9e3x+f3jbYa/ckIiJqzhhwICLykfu/2gkAyDpdGuCRWK1yUTCyISwv49cdviBtm9G/DQCgd9soiKKIZ3/apzhHPt1g8jvrcbG8Brd8thU5FysAAJf1bSO7fuN6k5wYEex0n+Wtt0ol4ONbB6NPu2iHx03u2Qp7X5qC9U9NsNs3pVeydwbaAsSEaZ3u+/DmgR5dSz6lolZvhFZt/7mbMaAtYtj2koiIyC0MOBAR+UhxlX2rPn956bcsfLEp12675QHq6ane7fZg+1jWvVUk3r1hANpEh6B7qyi8vuwwtp8ocnmNwXNWYWP2RUx4ax0Aa0bEoVemenWs3jCsY5zdth6towAAa/8x3m7fLw+aWo9+ePNAzL2qNw69MhWhQaYpGSnxYfjg5oHY/YK11sBVA9r5YNTN04rHxkrL717fX7FvWp/WHl3LEnA4X1aNKp0BBQ7abRIREZH7mMtJRM3KB+uy8cayw9g+axISXLyF9pVavRHrj1xA1ulS5BVW1X2Cjyw0Bxte+j0LOa+ZKudvPlYgdU54YHwXr97PkoBQam4b+fo1fQEAGrUKeoMRH/15zKPrGY2i1JbQNq09kDonhuPYhQrcN76z3b4f7x+B8ho9kiJD7Pb1bx/jsoPBdJsH46hQ/np2V1JUCNrHhSKvsApjuiZI2zOfvcSt89++rh/Oldbg9WWH8PWWk1h14Dw+/8vUeeSnnfl4+7r+dVyBiIiInOFfNETUrLyxzNRicORra3Bk7jS/3//ajzZhz6kSu+3Ls85KBej8SRSBVQfOobxGj8e+3V33CfVkmfLw5eYTAIAw89v7k4WVOFlYqTj24Oyp6PHCMmnd8hAvt3ibtf1kY5tOAdhndABAWJAGYUEN+7Xar30M9uQVN6ogS1Ow5JEx2JNXgnhZkDEpyj7w48jVA9the24hACBjn7IeRLqHGRJERESkxL9oiKhZqpVXfzMTRdNb80NnfVdTwVGwAQCe/H6Pz+5py2hUtoq468vtimDD3WPsCxw2lO0DuLPmmHtemCxNJQCAjf+cgJWPj7M77tmf99lta0x8FQO5f1wnAECXJLbE9ERkiBajzdkNvz80Gu9c38+j850FtR65pGuDx0ZERNSSMeBARM1GcaVyvvWJggos2npSWq+sNeDDdcdwzQeb/D00lFXrfXZto1FEjd76iD8n46DL45+Z1sPrY7B9YOucGOHwuGibAn/tYsOgkrUW/PH+kYr9wzvZ10pozqb2bo3ceemIDnVeCJFc69Mu2uMaGM66W8aG89+BiIioITilgoiajWqdMqth3JvrAADj0xLRJiYUenP9gopag0/uf76s2m7b1QPb4qed+T65n8W7q49i/upKpO1bjzf+1leaf+6MytnTlRep67iHbSHIVU+Mw8EzpRjUIVaxfUCKcj3QRnSOx7ELFYgK4YNoc6JykuEQH+7/OjBERETNCTMciKjZyC92XKSxSmcKMOiM9tMsPCWKIj7fmIMim+r1OoMRQ+euVmw7/up0JMvmkZ8qqkTqzAws26+cJ95Qv+42BTQOnyvDle//hRuHpnj1+u7QO5jCApjqNViM65YoLYdo1QjRWqdWdEmKwOX9TG0wF98zXNr+aCNLaX/x8l5Y/Y9xbtcHoKZB7+Bnw6z0HnUGzoiIiMg1BhyIKKA+WJeNhXW8kQeAsyXVSJ2ZgcWZJ50ec/3HmwHA7oG7osY0neHw2bIGjNRkV14xZv9xADN/2qvYLi9yaGGbSfDjDlNg4L6vdkIUnVU58FyNTWbHrpPO209ePbCt1+4r56hmBgCEBqnxj0u7AQD+c9MAt641vFM8dsyahEOvTFUEJRoDrVrldLoINV222VEAcNeYTgEYCRERUfPCgAMRBdQbyw7jpd8P1Hncy79nAQBm/mQqJmg0ijhTosxouGqA6WH6+cuUNQqOmzsgeKNwY2WNKVuitEpZkyEzp1BavmZgO2x4egIAoMzcJhIANGprAGLBxrqDLO46W6qcynHIHFgZmmpf/2De1X29dl+5Gr3z7JGHL+mK3HnpiPRgGkJ8RHCjCzZQ81Wj9800KyIiopaOAQciahTqeuMv3200iuj07BKMeG0NducVS9uPXzQFFmxbE765/LDdNerLknotDx4UV9bi9z2nzfdW45FLuqB9XJjpeIP1pu+sPCIt11XY0Ruemppmty3IR+0WdbIMhzHmbgFETUWtTcBsWMeWVayUiIjIVxhwIKKAMcjaN8oLOT7w9Q50e26ptP5N5kksyzorrXd6dom0POP9vwAAz/28DztOWKcS7Jg1SVrOL67CluMFTtP+PXH7f7cBsE5j+H57HvrPXintPzB7KjrEh0vrRlmU487R3m9HWa2zft8+vW2wYp9tIbx9L032+v0t5A9stuMgauz6t1cWJ/3izqEBGgkREVHz4rOAgyAIIYIgZAqCsEcQhCxBEF42bxcEQZgrCMIRQRAOCoLwiK/GQESNm/yt+B5ZpsKSfWdRazDizeWHcPUHf+EZ8zQKZwxGEV9vVdZ2iI8IxqK7hknrB06XKh7OG6pSp8fJgko89cNel8fJsyo+WX/cbn9xZS2W7T9rt93tcZgDNV1iVOiSpKwtYFvvzpMpDZ6ST6ngVAhqalpFhyB3Xrq0zs8wERGRd/gyw6EGwERRFPsB6A9gqiAIwwHcDqA9gO6iKPYAsNiHYyCiRkwecLj5s612+99feww7TxbbbbdoFxsKAOgsy3iQv8Uf2cWa2j/7jwOIDQtq0Hjl9ueXYuybaxXbljwyxu44o4NpHNcOaictP7p4N+77aofTDhuulFTpcOhMKQBgbDsNOiaEY+2T43HP2E4Y1jFOUQhPnvHhCxPSknx6fSJ/uKJfG7vAHREREdWfzwIOokm5eVVr/k8EcD+A2aIoGs3HnffVGIioccsrVD5k7zxZpAhCyF0zsB22yx6atWoBL1/Ry+44V2/xp/ZuBQAYkhrr9Ji6hDp587nnhcno2SbKbrsI+4hDirm+Q2WtHtnnTT8mC8prPB5Lv5dX4CZzoCbEXFOiY0I4np3eA9/eOwLBWtOP+KGpcYiPCPb4+p5IaxXp0+sT+cP8Gwdg1RPjAj0MIiKiZsOnNRwEQVALgrAbwHkAK0VR3AqgM4DrBUHYLgjCUkEQGleTdSLym+nzNyjWr/5gE6a8u97hsXNm9EaC7KFZZxARG67MWPjlwVF251k6V1w/uL0UzNDL0g4ulNUgdWYG1hw6V+d4M3MKUeVkWkZ0mJNAh4MMh4gQU1HLni8slzIbvt5yEttzC/HaEtfFJH/dnY+vt56w2247fQIABqbEYvMzE/HtvcNdXtNbMh4ZjU9uHeSXexERERFR4yd4sxe805sIQgyAnwE8DGALgBdFUfyXIAhXA3hcFEW7PGRBEO4BcA8AJCcnD1q8uGnNvCgvL0dEBNMyyXMt6bNz+7KKOo95dGAwBiRZu058d7gWS3J0mDcmFDoj8PxfVUgMFfDyyFCEaR08dQN4Yl0lusSooFEJ2HRaj9QoFV4aaZqO8da2auwvMAURFk4Ntzv3bIURMzdUYe7oUDy30fG0h2u7aZHeyfF0jY/3VGPzGWuQ4rpuWgSpBXx1sNbp1/zBJWFOvxbL92zh1HDct7IC1eZL/2uEiPjolvG5Ie9pST9vyHv4uaH64OeG6oOfm6ZhwoQJO0RRdFg1XONoo7eJolgsCMI6AFMBnALwo3nXzwD+6+ScTwB8AgCDBw8Wx48f7/uBetG6devQ1MZMjUOL+uwsy6jzkMeuvQSCrNuC/FsjiiK0yXmY1ru18wwDAJHb1iLzbKW0HhIWjvHjxwIA/rFhJQDTU3vfISOx+VgBjl0oR2pCOE4WVEAMAYAjUrBBoxIUGRIA0LdHN4wfkerw3ieCcrH5tyxp/eEZo5FbUIGvDmY6He+OmmREChr0aB2FKb1aKXeav2clMV1RbdgNAMidl96yPjfkNfzcUH3wc0P1wc8N1Qc/N02fzwIOgiAkAtCZgw2hACYBeB3ALwAmAvgcwDgAR5xfhYhaqv8b0QEAFMEGW4Ig4IahKXVeS6tWzh6TBwwKKqyZBkfPleHBRTsVxz41JU2xPqpLAv48ckGxzTJFwpHbRnTAmZJqfPTnMQBAZIgGY7omuhzvgo050vKNQ9vjmek9cKqwSjEF5dHFu83jiXd5LSIiIiKiQPFlhkNrAF8IgqCGqVbEd6Io/iEIwkYAXwuC8DiAcgB3+XAMRNSIDUmNxbbcItwwpD0Wb8tT7PvboPbo0y7aK/exCzg4KUx5/Sdb7LYtz1K2rHx2eg+7gENksPPsCkEQMLpLgizg4Flrym8y8/BNZp7T/R/cxJoJRERERNQ4+bJLxV5RFAeIothXFMXeoijONm8vFkUxXRTFPqIojhBFcY+vxkBEjduAlFiEatWYM6M35szordjnKmvAUwfNrSMtdAb3a9fsPVUiLf94/whFN4aOCfY1HxyRZyGozdUdO8nO3fD0BLfHY8vVVBIiIiIiokDySw0HIiJH9AYRGpUAjVqFW4Z3wN8GtUP355cBAKK8GHCwu6/RcYaDK5/dNhiDOsQBMHVjUAkCNh8rwOw/DqC9uc2lM46mhVw3pD3mLT0EAGgfF4bceekQRRGCICB1puvaFt/dOwL928cgSOPTRkNERERERA3Cv1aJKGCyTpdArbY+jIdo1dJyXLjjrg/eoDdnOFge7Gf0b+Py+MTIYEzqmSyt92oTjR6to3DHqFRs/OcERdaDu+4d28lum21gYtPMiYr1xyd1w4anJ2BoxzgGG4iIiIio0WOGAxEFxIqss9iaU+h0v6tikZ5KjQ9DboG1S0WtTQ2Hokodjs6dhq7PLXV4/pJH7Dr3SmNsF+s6u8Fi1RPjoJJ9SYIg4PaRqRjdJcHu2A1PT0BFrR5tYkKx5h/jcLakGiMdHEdERERE1Jgx4EBEAZFzscLh9k9vG4yECO9mN/z7xoHIzC3EiqyzqNEbcfhsmWL/sE5xisKSnRLDsfD2oRj75loAQLwXsi26JNn3kH7pil4Oj5VP0eiUGIFOiew/TURERERNDwMORBQQtp0jLC6VTV3wlj7totGnXTT+Proj3lh2CLvzirHjRJG0P8hmLO1jw5ASH4aFdwzBzpPFUKm8l21BRERERNRScBIwEQVEoGoQWO57zYebpG2W1pcf3WJqMWmZzTE+LQlPXNrNvwMkIiIiImomGHAgooCwzSrw230dBDo6m6csBGv5I5GIiIiIyFv41zURBUSgHu4dBToenNAFADAwJRato0Pw6CVd/T0sIiIiIqJmhzUciCggLK0pf7x/pF/vG2yT4fCfmwZIRRqjQ7XY/Mwlfh0PEREREVFzxQwHIgqIEwWmLhWto0P8el/bKRUjOsX79f5ERERERC0FAw5EFBDz12QDADRq/3aAsO2OEeeFlpdERERERGSPAQciCiityr8/hmwzHASBLS+JiIiIiHyBAQciCiitn9tj5hdVScsPmYtFEhERERGR9zHgQEQBpVH5N8Mg+3y5tPzklDS/3puIiIiIqCVhwIGIAsq2poKvje6aAACY0ivZr/clIiIiImpp2BaTiAJK7ecMhyv7t0XXpEj0bBPl1/sSEREREbU0zHAgohaHwQYiIiIiIt9jwIGIAuLK/m2QGh8W6GEQEREREZGPMOBAjV5+cRVe/HU/jEYx0EMhLzKKbElJRERERNScsYYDNXqj5q0BAPRuG41rB7cP8GjIW0RRBOMNRERERETNFzMcqMl46oe9gR4CeZEoAipGHIiIiIiImi0GHIgoIIyiCIYbiIiIiIiaLwYcqFGrrNUHegjkI8xwICIiIiJq3hhwoEYt+3y5tNw5MTyAIyFvM7KGAxERERFRs8aAAzVq1TqjtGxgl4pmxcgMByIiIiKiZo0BB6q3u77YhtSZGajWGXx2jxq96do9WkehuErns/uQyY4TRSit9s/3mV0qiIiIiIiaNwYcqN5WHTwPAPjzyAWf3aPGnOGQFBmM0iodRJFZDr5SWavHNR9uQt+XVvglm0QEMxyIiIiIiJozBhyoXuQP/gs25PjsPqsPmYIaESEaGEVA3wKnVZwoqMCmYxd9fp/yamuBziX7ztjtL6yoxaZs741jzaHz2Jdf4rXrERERERFR48KAA9WLPNEgMTLYJ/fIPl+ObzJPAgDCg9QAWmYdh3FvrsNNn271+X1q9NZ6GTqD0W7/Hf/NxE2fbfXpFBoiIiIiImo+GHCgejHKIg6X92vtk3s89cMeaVmjNn1U84urfHKvxsqfX688mLMi65zd/j2nTNkIuQUVfhsTERERERE1XQw4UL3I8wx8lXRwrqRaWv5lVz4A4J2VR3xzs0aqqKJWWk6dmeHTe8mzGpZlnUVeYSVeW3IQRpt/4GnvbWjwvfQOMiiIiIiIiKh5YcCB6kWe4WD0USFHS72GxyZ1hUZlKi74x1772gLNmT+nL8inVADAw9/swsfrj2PKu+vx2tKD0nZRtHYPcX09A77acsLh11DJaRlERERERM0eAw5UL/IYg6/qKlw/pD0A4N6xnVFeYy1oeK602tkpzU6Vlx/MC8prkHvR8ZQI27oNlu/z0fPl+PjP44p9n9is28o+X4a0Wcsw65f9ducCQFWt6euald7D7bETEREREVHTwoAD1Ys84ODLDAetWkCouWCkxbBXV/vkfo1Rta7uqQel1Tq8vzbbrZah499ch/FvrXO4zza4cabEeWCnQDbVw9F4Jr29Xlp31Imi0hxwiI8IcjVcIiIiIiJqwhhwoHqRBxk2HPVNy8aqWgNCtaZgQ+voUJ/co7GznY7gaHrCjPf/wpvLD2NOxkG7fbbKZJkith5dvLvO87++axgAYOGmXKfHHD1XplhfddC+AGVlrWkcoVpNnfckIiIiIqKmiQEHqhf5u/SfduZj2f6zXrmu3mBE9vkydHl2CRZuykVptenBtGtyhFeu39TYBhi6P78MJVU6xTbB/L9Flc6zDmytyDqL1JkZikKUF8pq6gVie7wAACAASURBVDyvf/sYaXnBxhyHx2hUyh8rt43oYHeMJcMhzCZ7hYiIiIiImg8GHKhebKdR5DipC+Cpp3/Yi0lvr5cKRlo8OTnNK9dvaiwBhycnd5O2ZZ8vVxwzIS0JABAb5v70hHv+t0NaLq3WuTjS6tbhHRAebM1IeOWPAw6ncQRrrT9WwoPUUkBEjgEHIiIiIqLmjwEHqhfb50xvFTf8ydz+0lbvttF45cpeXrlHU2Kp4XBWVijTtrijWm16pF+wMQepMzOw4egFj+7x94Xb6jxm+WNj8cqM3nbbcwsq7bbVmMf82W2DERasQa3NeKt1Btz9xXYAsKvPQUREREREzQcDDlQvtm+2a/V1Fzf01O0jU5Hz2nRpPSzI+nb9iKxOwF1fbMNve057/f6NgSXD4d6xnaVttt/rlVnKGgm3Lsh0er32cfa1MLblFqGwohbJUcEATMGFLkmmKSz/nNodufPSkdYq0uH1lu4/g398twe/7rYGiiwZE1GhWhRW1GLZ/rPI2HsGoiji/bXZ6P78MikIoRIc5T8QEREREVFzwIAD1YtthoM7HRKcuXXBVqTOzMBT3+9RbH/0kq4QZA+k8jvI6w2sOngej3yzq973b8yqdAZoVALax4VJ27afKJKWz5dW47iD6SzHL5TbbQOcd73Yn1+CyloDEiODkdYqEn88PBoPTuiMO0al2h0bpLH+2Hhj2WH8uPOUouCkpcZEdKgWBqOIokodHly0E7/uPo03lx9WXCst2XEgg4iIiIiImj4GHKhebGs4fLE5t97XsnS5+H7HKWnbf+8YgthwZU0CeVBDqzZ9dI1G37TkbCwqavQI1ij/b2oJtuQVVuL9tdkOzztqU+fhl135+NuHm3ChrAbdkiMwMCUGj0zsIu2/7fNMlFXrpWuHaNV4akp3hGjtpzwcnD0Vn9422OmYiyutAQe5IzbdK35/aDRUKmY4EBERERE1Vww4UL3YPuc7e3NeX+O7JdptG9E5XnZ/0wBs6wM0JzqDEV9sPoEKc4HF/S9PAQB8k3kSu04WYeK/1uGLzScAAI9P6oZfHxwlnfvxn8ek5azTJXjs291SZsTAlFj89MAoPDE5zWXgwBm1SsClPZMd7rtQVoNZv+wHAMSEKQMOO2SZGSoB6NMu2uN7ExERERFR08GAA9WLCPvMgh9kGQoN8cy07oqpFBbtYq3TCt5ZeQQAUCOrZ9CQaR2NkW1LzAhZh4h5Sw9BZ7B+vY9O6op+7WOQOy8dALDzZDH05mBMVa3yOpbsEG97bPEuvPR7lrRumx2xNacQgKmORPbc6SAiIiIiouaNAQeqF0fP9k9+vwfny6rtd3jomkHtnO77++iOAIDdecXIzClUPJQ3t2wHV1kjlod3V04Xm/4tbGM3z07vIS23igpR7BufZp9Z4kx3m0KSv+w+jYy9ZxTbVjw+1u68gSmxnEpBRERERNQCMOBA9eIsmcDYwGf+nq2jEG9Tu0FurHmqRY3eiOs+3qwoQujtaR2BVqNvWKvRORkH7LY9PTVN0YrSdlpDep/Wbl//x/tHOt3Xp63purZ1HADgTHHDg1JERERERNT4MeBA9WKpoWBb0FDXwCyDJY+OcTidwmJwh1jFunwaxwUvZFc0Jo4CKN/fN8JuW2SIRrH+5ORuAIAVB0ztMpftPyvtu3qAffaIvPXohO5Jbo8vPFjjdN/PD5iCEclRIZh/4wDFvgW3e143goiIiIiImh4GHKheLpabuhm8eHkvzOjfRtr+/fY8AKbigbY1CLwhSOP8I3vtR5sBALV6I3aetBYozD5fhs835nh9LL6y8oQO649ckDIc5szoLe0bkhqHhIhgxfFl1XrFujxokFdYiU83mL72lLgwtIpWTqEAoAjweFrf4bt7R+DFy3tiySNj0CkhHP3bx+D4q9OhkV3nin7Wz0eP1lGIDLHPeiAiIiIioubH+StKIheu+M9fAACtWkBaqygApwEA89dk44nJaRgydxXGdkvEl3cOdXmdLccLpOX7xnWu874alQBBcDylo8jcjrHbrKUOz71xaIpiOoHF+2uzoVULuGds3ff3h68P1uLrg5l45/p+AIB2saGK/ZZgjzvu/nK7tPzBzQPrPD7Iw4DD0I5xGNoxDgCw5snxTo+7YUh7LN6Wh7lX9XZ6DBERERERNS/McKAGEQQB+/KLFduM5p6Z649cqPP8Gz7ZAgAYkhqLmdO6u3U/V80oUmdmON13pqQKORcrcLakGtPe24Aj58oAAG8uP4xXlxxqdF0uHv92DwD7bg9juiYo1m8d3kGx3i7G2s0jNT5cWg5zEGyxpVX7ppjj3Kv6YMesSRiYElv3wURERERE1Cwww4E8Jn8wFwAUVegU+/90I9Bge51tuUUujnStd9so7M8vrfO4if/6U7E++Z31eGC8Nauh4zNLpLaSjYltwGFASiw2HL2IoR3j8N299jUdosO0yJ2XjtSZGTgnq2vhaDqFLbWPukeoVQLibaaCEBERERFR88YMB/JYjd5azDA82P6t+Y4T7gUP9uWXSMt3jEqt93g+/78h9T73g3XHFOuHz5bV+1reoHdQdNO2MKfB3ApkdJcEu2Nt7Tppyj65fWQqwoLqji+6KthJRERERETkCQYcyGPlNdYihY5mIZyXvVX/YccpHD1XBqNRxCfrj+GhRTulfd+ZC0wCcGs6hSPvXN8PSVEh+O2hUVjwfw3vfpBbUNHgazSEpQ6FnG2Gg3nGikfZCLZ1IIiIiIiIiHyNUyrIYw98bQ0ajOgcjy83n1DsP1FQKS0/+b2pDsGAlBjpbfsLl1UjKSoEX205CQD459TuCNbUXV/AVtbLU6TWjH3bxQAA2saEIr+4Cn88PBodE8JhEEUEa1RIm7VMce6NQ9vjm0xrwOOTWwfhnv/tQHFlrcfj8CbbehgAEKJVxgVn9G+LD9cdw7Terdy+rt7ouj7Fs9O7Y6msfSYREREREVFDMeBAHtspmzIRFqSB3qicBrA1p9DuHEuwAQCGvroah+dMldb/PrqjR/cPUqvQKjpECjbIfXTLIPy48xR6tYlSTA/InZcOo1HE15knseHIBcy+sjfuHNURIoBuyZE4W2LKynAwo8Gv1h+5aLctOVJZeyGtVaTHtSbKqu0zJ+TuGdu50XTpICIiIiKi5oEBB/JY29hQKYtBqxaQYC4GmBQZjGCtCnmFVXbnXNI9CasPnZfW5RkHQRrPZvZkzZ7idF+fdtHo0y7a4T6VSsCtwztIXR26JkdK+yzTEwwB7lTRTTYmC1U9Czn+69p++Ic5w6SDrFsFERERERGRP7CGA3lMPmVCEAToDKaH9Fdm9HYYbACA1YfOIzpUa7c9wkGWQl20ahW0au9+dKWAQ4BTHGyzRRpCntWg8VH3CSIiIiIiImcYcKAG05kf0oPqCAKUVNmn9Y/pWnenBX9Qm6dfzF+THdBx1OqVAYfL+7Wp97X2nLJ2AZmQllTv6xAREREREdUHAw5Ub29c0xcApCkKvds6nsrgSl3FDP1FqzEFHAoramGs55iOXShH6swMbDpmX4fBXbbfD626/pkJ8naaseFB9b4OERERERFRfTDgQPUyuWcyrhvSHgAwqWcycuelIzEyWHFM7rx05M5Lx8AUUweJtORI9GwdpThmRKd4/wy4DmFB1qkdnZ5dgpyLnrfH/GJTLgDgqy0nXB/ohM5gxLylhxTb6jPlxOL/RqbW+1wiIiIiIqKGYsCBPBYepEZKXJjLYyb3TJaWo8y1G8anJWLhnUOk7W9c0xd3jEr1yRjr4+UreknLE95a5/H5lvagS/adxSt/HIDew3oQhRX2LTk3Ztc/W6K9+d+osUxbISIiIiKiloUBB/KYUay7c8LDE7tKyzU604N3QkQwkiJDcN84U/vFKb1aKVpXBpptUUtRFCGKImr0Bo+vtWBjDjYc9SxYoHMQoEhz0LXCXRHBGnx37wi8f/PAel+DiIiIiIiovhhwII8ZRRF1xQlUsk/W5uMFAICDZ0oBAE9PScPuFy5FdJh914pAKq1WFrWsNRgxf3U20mYtQ3mNvs7z423qJDgKILhi6fZh8fxlPfH+TQ0LFgztGIeokMb1fSYiIiIiopaBAQfymFEUoaoj4hCqVdttG5eWCMCUHRET1viKGNp+Td9uy8N/N+UAAKp1dWc52HaUqPUw4GDboWJyz+Q6M0mIiIiIiIgaKwYcyGNGEajrObhTYoS0bKnnMKVXK18Oq8E0Nl/UC79mobjSlPWgdmPqh+3Ui4cW7cLve067fX/bjAg1gw1ERERERNSE1b8EPrVYRlF06wHc4r0bBiCvqBIhDrIeGhNXX5JRdN0q82RBJb7JzLPb/vA3u+wyH5ypsclw0DSgJSYREREREVGgMcOBPGIqpAiPij2GBqnRrQHFDwMh1qa+hOtwA3DTZ1sAAO3jQv+/vTuPs6q+7z/+/sydlR1l2BVQiIK4ITFEXAbBaKqJGmOrsRoTrakxUds88nNJoo0mrY02rTbWxqRGzcNKrFus+4rGCqioQRBRxA1BQWQfGJi5n98f99w7987cO8NczrnbvJ6PBw/O+Z7tOzPfOTPnPd/z/WZ9nWRndOzhUFPFtycAAACA8sUTDXok+Yf+7sZwKEeHjNlNknT7tw/VuubMASS76eCgDVsT+8fj0pKrj8vr+ivXb81YZ/wGAAAAAOWMwAE9kny1oBKfhccP7af3rjleR36usdM276aPw6ZtiVksPgpCg/Q85q9+PXenrr+1w8CUlfg5BgAAANB7EDigR+LJHg697Gm4ux4OezX2zVh/7YovpZbnv/uZvLsTSGpu6Rg49K7PMQAAAIDKElngYGb1Zvaimf3ZzBab2U87bP93M9sc1fURjWQPh1zPwmN371PA2hROd3nBqEENGesDGzLHgLh97vs6+3cv6j+ffSfnOTpOo0ngAAAAAKCcRTlLRYuko919s5nVSHrezB5x93lmNlXSoAiv3attaN6htVtaMqamDEt3Yzg89ndHqi3e/V/zS93IgfVauWGbqizRq6O7Vyq6GyjyygcWS5LmLF2jvz1qb0nSklUb9cFnzTpm4jC9u3aLrn1sacYx5A0AAAAAyllkgYMn+pAnezDUBP/czGKSrpX0DUknR3X93uzof5mjtVu2a7+RA3THuV9QTaxKfevC+VJ3N4ZDXXVpT325sx688Ah9vGGbXv9ovS655/WMHg6tbXFNuvIx/ezEyXru7TV6cOGq1LabzpiSWr76pMn6yf2Lsp6/Le768vV/kiRdMGNv3fhM554PBA4AAAAAylmUPRwUhAsLJI2XdKO7zzeziyQ94O6rejK1Inbe2i3bJUmLV27UQVc9IUl675rjQzn3tmBgw0rv7r9b31rt1rdWiz7aIKk9aJGkLdvbtL01rqsfeiM1WKQkTRoxQF/ef0Rqfcqe2Tvx/PG1jzRn6ZrUerawQZJMlf05BgAAAFDZIg0c3L1N0kFmNkjSfWZ2pKRTJTV1d6yZnSfpPEkaNmyY5syZE2FNw7d58+aSqnNP6vKLl7ZqeJ8qnbVfXadtN722LXG+197W+LYPwqpeyVq6IjHd5dy589TYJzHkyQsrEyFDy47WjH29JfNrvmpz5pgMSRfNfm2nrv2n555VrJcNzon8ldo9B+WBdoN80G6QD9oN8kG7KX+RBg5J7r7ezOZImqFEb4dlQe+GPma2zN3HZznmZkk3S9LUqVO9qampEFUNzZw5c1S0Oj/6UKeiI488qtuZJbbtaNP3/vtVvbF2i95YG9ctFxzbaZ/L5z4lqU3Dhw9XU9OBYdW4ZK15+UNp0UJNmzZNe+yWGBDz7EsTn9/tmZNKaMyIoWpqOiS1vmJds/T8Mzt1ndM+v4dmv/RhRtmMpqZeNxsI8lfUew7KFu0G+aDdIB+0G+SDdlP+opylojHo2SAza5A0S9ICdx/u7mPdfayk5mxhA/K3uaU1a/nSTzZ1e+zCFRv05JJPuti+Xis3JHo47Du8f34VLDPJV0d2YlZLVccyw4FBfWq7PebXZx6iU6aM1j+evL/u/e5hevoHR6W2VfhbKwAAAAAqXJQ9HEZIui0Yx6FK0l3u/mCE14Okleu3Zi1/asknmjhiQJfHxjs8VS9euUH7jRyYWr9nwYrU8remj9uFWpaP5EN/x89NNunjOUhSv7pqzZo4TJLrySWrNWOfRg1sqNH9r63U2YeN1RUnTFJVlenY/YZLkqbsObjDtUkcAAAAAJSvyHo4uPtCdz/Y3Q9w98nuflWWfcKft7GXy/Vc3FDbfba0ceuOjPXjb3hekrS+ebtOv3mennpzdWpbbxlbIPnMvzMTfa7Z1NKp7LffnKqvTRktKTGDx7ghiSbfv7465+sSX927Jq+6AgAAAEApiSxwQHEkH5D/auoeGeVXP/iG4vGuH5s7/oU+6aCrntDc5Wu1Yl2i98T9F0zf9YqWieRMEd5FD4fvNu0tSRo5qD7r9u2t8WB7g+prEt9yXU1T+rUJtaHNKgIAAAAAxVKQQSNROG1BqDBj30b94eXMQQj3uvxhvfSjWWrs33n2CUnauC3Rw6FfXXVqLIhzb3up034H7ZF9usdKtDM9HEYMTAQN23Zkn5Xiy/sP1/trP6fzjtxLVVVSS2tc35o+NtyKAgAAAECJoYdDhUkGDrGq7F/aP7yUOZXlyvVbNe6yh7Tg/XX6dHPilYD5l89MbX9yyWr1Zmbd93D4y8/voRMPGqmfnTQ56/a66pgumjVBDbUx1VXHdOHMCaqrjkVSXwAAAAAoFQQOFaY1CByqq0y11Z2/vNc9/lbG+sOvr5K7dMpNL+jGZ96RlOju/8+n7J/1/K/+5JiQa1zakqMs5MobzBKBwvWnHayxQ/oWrF4AAAAAUOoIHCpMWzzRrT9WZZp/2Uy9cOnROuGAETn3/ziY5rKjbGMM/PDYfTS4b/dTPVaS1LSYObaff9TehasMAAAAAJQRAocK09rW3sNhcN9ajRzUoG8cumfGPks/3iRJ+mBts377/LtZzzN6cJ+M9etOPVAXzBgfQY1LW3fTYv71tDEFrA0AAAAAlA8ChwrTPoZD+5SLAxoyp1n8aH2zJGn5p5s7HT8w2Dd9YMgZ+zTqlCmjQq9rOejqlYpf/uWBGjmooaD1AQAAAIBywSwVFSY1hkOsPXAYP7Rfxj7/8vhb+s1z72rskMxeDJL08EVHpJbP+MKeGj6gXt+fOSGi2pa+1CwVWQKHmROHFbYyAAAAAFBGCBwqxMr1W7Vb39qss1TU18T03jXH66xbXtRzb63R4pUbJUlzl69N7fPwhYmgYVTaX+x/fnL2gSN7k9QsFWmjOMSqTOcftXeqNwgAAAAAoDNeqagQh13ztL7z+wUZs1R0dOoho3MeP2nkAE0aOSCy+pWrjq9UuLva4p7xygoAAAAAoDMChwry7Ftr9NYniQEhsz0Q55pp4ffnHBphrcpbqodD8Mlr6yLQAQAAAAC0I3CoMNc+tlSStL55R6dtnmOmBQY+zC3VwyGIa5I9SGIxAgcAAAAA6AqBQ4Xa0tLaqSw9b3j5x7NSy3s39uu0LxKSQ2HQwwEAAAAAeoZBIyvU4ROGdCqbOKJ9jIYh/er0yEVHqKEmVshqlR0L+jjEvUMPhyqyOgAAAADoCoFDharPEiTsM7x/xnp6AIEcktNiBqupWUDo4AAAAAAAXeLPtEAXOs5S0RqPS5JiMb51AAAAAKAr9HDoZc6cNkYMP7Dzqqx92EiJMRwAAAAAYGcROPQyV580udhVKCvJvCHeYdDIbNOOAgAAAADa0S+8AnSc7vIXpxxQpJpUnuSgkcxSAQAAAAA9Q+BQgb42ZVSxq1Axkj0c3F072uI66to5kujhAAAAAADdIXCoAOkdHP73e4ermgENQ5P+SsVTS1anyquZFhMAAAAAusRTU4XZf/TAYlehoiRfofhk4za1T45JDwcAAAAA6A6BA9CFue+slSRdcs9CmbWHDC+991mxqgQAAAAAZYHAoQJ497sgT3XVMUlSS2tcsbTAYdWGrcWqEgAAAACUBQIHoAuD+tSklldvakktJ2evAAAAAABkR+AAdCGeNiLn5fe9nlo+7dA9ilEdAAAAACgbBA4VwJ2XKqISz/GpnTC0f2ErAgAAAABlhsChgvzgmM8VuwoV5ysHjshaPrChJms5AAAAACCBwCECLa1tmv1mizZs3VHsqmAXDe1fr6Z9GlVX3f6tcua0MWqojRWxVgAAAABQ+ggcInD/qx/p0fda9cvHlxbkerxQES2T1Jb2bsXZ08cWrS4AAAAAUC4IHCKwvTUuSWrNNQBARIyJEyKxdUdbxteyNsa3DQAAAAB0hyenCCSfTatIACrCvOWfZaxXx/i6AgAAAEB3CBwikJxKsapAz6VMUlFY1VV82wAAAABAd3hyisABowdKksYO6VvQ6xo9Kgqihh4OAAAAANAtAocIDO1fL0l6Y+XGItcEUaivYYYKAAAAAOgOgUMEqoJ3Kf5nwQqtWNcc+fWceSoK5ooTJhE4AAAAAMBOIHCIQHXa4A1rN28vYk0Qtm8fPq7YVQAAAACAskDgEIH02SkuuWehdrTFI70eg0YCAAAAAEoNgUMEYmk9HN78eJMm/OgRvb5iQxFrhF1x8awJxa4CAAAAAJQdAocIxLLMh/mLx96M/LpMUhGNmfsOK3YVAAAAAKDsEDhEIFvg8Ke3Py1CTRCGbF9PAAAAAEDXCBwiUF2kB1QTD8ZRGj+0X7GrAAAAAABlg8AhAlVZ3m2or+FTXa62bG+VJA3pV1vkmgAAAABA+agudgUqUbYeDrWx6AIHZqmI1tQxg/XzkyfrpINGFbsqAAAAAFA2+LN7BKo6BA4nHzyqIKEAg0ZGw8x0xhfGqG8d+RwAAAAA7CwChwLYvW+t4nRDAAAAAAD0IgQOBVBVZYpHmDe4CDMAAAAAAKWFwCFi//CVSTKTtu5o0+wXP4j0WrxRAQAAAAAoFQQOETt7+ji1tiV6IFx67+tFrg0AAAAAAIVB4FAAt77wXqTnZ3gIAAAAAECpIXAogLYoB3BIwywVAAAAAIBSQeBQAOccPi617HRHAAAAAAD0AgQOBXD5X0zUd47aS5Iima2CCAMAAAAAUGoIHAogVmUaUF8jSWqNxyO7jjFPBQAAAACgRBA4FEh1VSIM+GRDS5FrAgAAAABA9AgcCiQWBA7HXf9c6OdmXAgAAAAAQKmpLnYFKtU/fLFeM4/4Ymo9GTg0b2+L7JrMUgEAAAAAKBX0cIjI2IEx7bFbn9R6ehawNaTQYdWGrdq0bQeDRgIAAAAASg6BQ4Fs3NaaWm7e3trFnjtn2epN+uI/Pa0Tb/y/XT4XAAAAAABhI3AokF8+8VZqOYweCX9z+wJJ0vI1W0I4GwAAAAAA4SJwKJBTpoxOLcfjux45vPtpe9DAmJEAAAAAgFJD4FAg1516gP7miHGSpNYQAod0La2JMSHqamKhnhcAAAAAgHwROBSImWmf4QMkSW0hBw6H/vwpSVJtjGkqAAAAAAClgcChgKqDqTHD7uGQdOi43SM5LwAAAAAAPUXgUEBVQeDQFo9Hcv7RgxsiOS8AAAAAAD1F4FBAz721RpJ07ysf5dznk43b9I3fzNPqTdt6dO7JowaoJsaXEwAAAABQGnhCLaDlazZLkh5/4xNd99jSrLNV/NuTb+uFd9bq0J8/pR1tO98TYvr4IaHVEwAAAACAXUXgUEA/PHZfSdKy1Zv1q2eW6ZUP1mVsd3fd+eIHqfUJP3pEW7e3ZT3XXo19NX18+5gNZ04bE0GNAQAAAADID4FDAU0c0T9jfXtrXO6uxSs3SJLO/t1LnY+54lHNW742tb52c4tWrt+q5Wu2qLFfXap89751nY4FAAAAAKBYIgsczKzezF40sz+b2WIz+2lQfoeZLTWzRWZ2i5nVRFWHUtOvrjpjfUfc9cCfV+r4G57Xo4tW6dlgjIeOTrt5Xmr5kJ89qcOueVqSdP9rK1Pl1UyJCQAAAAAoIVH2cGiRdLS7HyjpIEnHmdk0SXdI2lfS/pIaJJ0bYR1KSnWsSkfvOzS13tzSqjdWbZQkvftpc5fHurv+89l3OpUv+umxevHymQwYCQAAAAAoKdXd75Ifd3dJm4PVmuCfu/vDyX3M7EVJo6OqQykaMbA+tbxmc4t2tCYGjuwuL1jXvEPXPPJmRtl3jtxL/eqqO/WcAAAAAACg2CL9s7iZxczsNUmrJT3h7vPTttVIOlPSo1HWodT0qY2llq/44+LUTBT/+HB7mPDrMw/Rrd/6fMZxd8x7v9O5Ljh6fES1BAAAAABg11iiI0LEFzEbJOk+Sd9390VB2W8kbXH3i3Mcc56k8yRp2LBhh8yePTvyeoZp8+bN6tevX6fy2xe36OkPW1PrBzbG9Oc1mTNR3HpcX0nSys1xDa43nf9ks2ImtaV9qZpGV+vsyQwUWYlytR2gK7Qb5IN2g3zQbpAP2g3yQbspDzNmzFjg7lOzbStIX3x3X29mcyQdJ2mRmV0pqVHSd7o45mZJN0vS1KlTvampqQA1Dc+cOXOUrc6Xz31KUnvg0DFsuOf8w3TImMGZBz35UEbYIEkTx49RU9O+IdUWpSRX2wG6QrtBPmg3yAftBvmg3SAftJvyF+UsFY1BzwaZWYOkWZLeNLNzJR0r6XR3j0d1/VJ10awJXW7vFDbkMGvisDCqAwAAAABAJKLs4TBC0m1mFlMi2LjL3R80s1ZJ70uaa2aSdK+7XxVhPUpKfU0s57YbvzGl2+Pv/e5hmrLnzoUSAAAAAAAUS5SzVCyUdHCW8l49pcKKdVtzbpswrOv3k64/7SDCBgAAAABAWYh0lgp09sr763JuG9SnJmv53o2JQST3HzUwkjoBAAAAABA2AocC++Fx+0iS7vvuYRnlr/zkGA3tX5/1mN+cNVVXfmWS9mpkhFYAAAAAQHno1a83FMO+wwfovWuOzyj708cLvgAACXlJREFU99MP1m59a3Mes1djP8IGAAAAAEBZoYdDCTh+/xHFrgIAAAAAAKEicCgBVVVW7CoAAAAAABAqAgcAAAAAABA6AgcAAAAAABA6Bo0sonMPH6cRgxqKXQ0AAAAAAEJH4FBEPz5hUrGrAAAAAABAJHilAgAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhI7AAQAAAAAAhM7cvdh16JaZrZH0frHr0UNDJH1a7EqgLNF2kA/aDfJBu0E+aDfIB+0G+aDdlIcx7t6YbUNZBA7lyMxedvepxa4Hyg9tB/mg3SAftBvkg3aDfNBukA/aTfnjlQoAAAAAABA6AgcAAAAAABA6Aofo3FzsCqBs0XaQD9oN8kG7QT5oN8gH7Qb5oN2UOcZwAAAAAAAAoaOHAwAAAAAACB2BQwTM7DgzW2pmy8zs0mLXB8VlZnuY2TNmtsTMFpvZRUH5bmb2hJm9Hfw/OCg3M7shaD8LzWxK2rm+Gez/tpl9s1gfEwrHzGJm9qqZPRisjzOz+UEb+IOZ1QbldcH6smD72LRzXBaULzWzY4vzkaBQzGyQmd1tZm8G950vcr9Bd8zs74KfUYvM7E4zq+d+g2zM7BYzW21mi9LKQrvHmNkhZvZ6cMwNZmaF/QgRhRzt5trgZ9VCM7vPzAalbct6L8n1nJXrfoXiI3AImZnFJN0o6cuSJkk63cwmFbdWKLJWST9w94mSpkm6IGgTl0p6yt0nSHoqWJcSbWdC8O88STdJiR/mkq6U9AVJh0q6MvkDHRXtIklL0tb/WdK/Bu1mnaRzgvJzJK1z9/GS/jXYT0FbO03SfpKOk/QfwX0Klet6SY+6+76SDlSi/XC/QU5mNkrShZKmuvtkSTEl7hvcb5DNrUp8fdOFeY+5Kdg3eVzHa6E83arOX8snJE129wMkvSXpMin3vaSb56xc9ysUGYFD+A6VtMzdl7v7dkmzJZ1Y5DqhiNx9lbu/EixvUuKX/1FKtIvbgt1uk3RSsHyipNs9YZ6kQWY2QtKxkp5w98/cfZ0SN2l+CFcwMxst6XhJvw3WTdLRku4OdunYbpLt6W5JM4P9T5Q0291b3P1dScuUuE+hApnZAElHSvovSXL37e6+Xtxv0L1qSQ1mVi2pj6RV4n6DLNz9OUmfdSgO5R4TbBvg7nM9MdDc7WnnQhnL1m7c/XF3bw1W50kaHSznupdkfc7q5vcjFBmBQ/hGSfowbX1FUAYo6HZ6sKT5koa5+yopEUpIGhrslqsN0bZ6n3+T9P8kxYP13SWtT/vhnN4GUu0j2L4h2J9207vsJWmNpN9Z4lWc35pZX3G/QRfc/SNJ10n6QImgYYOkBeJ+g50X1j1mVLDcsRyV79uSHgmWe9puuvr9CEVG4BC+bO+ZMRUIZGb9JN0j6WJ339jVrlnKvItyVCAzO0HSandfkF6cZVfvZhvtpnepljRF0k3ufrCkLWrv2pwN7QYKurKfKGmcpJGS+irRZbkj7jfoqZ62FdpQL2RmP1LiFeQ7kkVZdqPdlCkCh/CtkLRH2vpoSSuLVBeUCDOrUSJsuMPd7w2KPwm6Dir4f3VQnqsN0bZ6l+mSvmpm7ynRZfBoJXo8DAq6PEuZbSDVPoLtA5Xouki76V1WSFrh7vOD9buVCCC436ArsyS96+5r3H2HpHslHSbuN9h5Yd1jVqi9W316OSpUMGDoCZLOCF6jkXrebj5V7vsViozAIXwvSZoQjJRaq8SAJw8UuU4oouC9sv+StMTdf5m26QFJyVGZvynpj2nlZwUjO0+TtCHonviYpC+Z2eDgr1FfCspQgdz9Mncf7e5jlbiPPO3uZ0h6RtLXg906tptke/p6sL8H5acFo8qPU2IArhcL9GGgwNz9Y0kfmtk+QdFMSW+I+w269oGkaWbWJ/iZlWw33G+ws0K5xwTbNpnZtKAtnpV2LlQYMztO0iWSvuruzWmbct1Lsj5nBfefXPcrFFl197ugJ9y91cy+p8SNNCbpFndfXORqobimSzpT0utm9lpQdrmkayTdZWbnKPHL3qnBtocl/YUSA+Q0S/qWJLn7Z2Z2tRI3W0m6yt07DtqEyneJpNlm9jNJryoYHDD4//dmtkyJvzSeJknuvtjM7lLi4aFV0gXu3lb4aqOAvi/pjuCXseVK3EOqxP0GObj7fDO7W9IrStwnXpV0s6SHxP0GHZjZnZKaJA0xsxVKzDYR5u805ysxo0GDEu/0J9/rRxnL0W4uk1Qn6YlEvqR57v63Xd1LunjOyvX7EYrM2nuuAAAAAAAAhINXKgAAAAAAQOgIHAAAAAAAQOgIHAAAAAAAQOgIHAAAAAAAQOgIHAAAAAAAQOgIHAAAQI+YmZvZ79PWq81sjZk9GKx/1cwu3YXzX2xmfcKoKwAAKB4CBwAA0FNbJE02s4Zg/RhJHyU3uvsD7n7NLpz/YkkEDgAAlDkCBwAAkI9HJB0fLJ8u6c7kBjM728x+FSzfamY3mNkLZrbczL4elDcle0QE678KjrtQ0khJz5jZM8G2L5nZXDN7xcz+x8z6FehjBAAAu4DAAQAA5GO2pNPMrF7SAZLmd7HvCEmHSzpBUpc9H9z9BkkrJc1w9xlmNkTSjyXNcvcpkl6W9Pch1B8AAESsutgVAAAA5cfdF5rZWCV6Nzzcze73u3tc0htmNqyHl5omaZKk/zMzSaqVNLeH5wAAAEVA4AAAAPL1gKTrJDVJ2r2L/VrSli34v1WZPS3rcxxrkp5w99PzrCMAACgSXqkAAAD5ukXSVe7+eh7Hvi9pkpnVmdlASTPTtm2S1D9YnidpupmNlyQz62Nmn9uVSgMAgMKghwMAAMiLu6+QdH2ex35oZndJWijpbUmvpm2+WdIjZrYqGMfhbEl3mlldsP3Hkt7Kv+YAAKAQzN2LXQcAAAAAAFBheKUCAAAAAACEjsABAAAAAACEjsABAAAAAACEjsABAAAAAACEjsABAAAAAACEjsABAAAAAACEjsABAAAAAACEjsABAAAAAACE7v8DJnT4hJ4jfhEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(train_dataset.shape[0]), train_dataset[:, -1], \"train dataset\")\n",
    "plot_series(np.arange(train_dataset.shape[0], (cross_validation_dataset.shape[0] + train_dataset.shape[0])), cross_validation_dataset[:, -1], \"cross validation dataset\")\n",
    "plot_series(np.arange((cross_validation_dataset.shape[0] + train_dataset.shape[0]), (cross_validation_dataset.shape[0]+ train_dataset.shape[0] + dev_dataset.shape[0])), dev_dataset[:, -1], \"dev dataset\")\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = MinMaxScaler()\n",
    "scaler = scaler.fit(train_dataset[:, 0:-1])\n",
    "\n",
    "train_dataset_normalized = scaler.transform(train_dataset[:, 0:-1])\n",
    "cross_validation_dataset_normalized = scaler.transform(cross_validation_dataset[:, 0:-1])\n",
    "dev_dataset_normalized = scaler.transform(dev_dataset[:, 0:-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create window dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "WINDOW_SIZE = 15\n",
    "BATCH_SIZE = 64\n",
    "\n",
    "windowed_dataset_train, labels_train = create_window_dataset(train_dataset[:, 0:-1], train_dataset[:, -1], WINDOW_SIZE)\n",
    "\n",
    "windowed_dataset_train, labels_train = create_window_dataset(train_dataset_normalized, train_dataset[:, -1], WINDOW_SIZE)\n",
    "train_set = tf_dataset(windowed_dataset_train, labels_train, BATCH_SIZE, 1000)\n",
    "unshuffled_train_set = tf_dataset(windowed_dataset_train, labels_train, BATCH_SIZE, 1000, False)\n",
    "\n",
    "windowed_dataset_validation, labels_validation = create_window_dataset(cross_validation_dataset_normalized, cross_validation_dataset[:, -1], WINDOW_SIZE)\n",
    "cross_validation_set = tf_dataset(windowed_dataset_validation, labels_validation, BATCH_SIZE, 1000, False)\n",
    "\n",
    "windowed_dataset_dev, labels_dev = create_window_dataset(dev_dataset_normalized, dev_dataset[:, -1], WINDOW_SIZE)\n",
    "dev_set = tf_dataset(windowed_dataset_dev, labels_dev, 1, 1000, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_STEP = math.ceil(windowed_dataset_train.shape[0] / BATCH_SIZE)\n",
    "VALIDATION_STEP = math.ceil(windowed_dataset_validation.shape[0] / BATCH_SIZE)\n",
    "DEV_STEP = windowed_dataset_dev.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv1d (Conv1D)              (None, 15, 64)            1984      \n",
      "_________________________________________________________________\n",
      "max_pooling1d (MaxPooling1D) (None, 14, 64)            0         \n",
      "_________________________________________________________________\n",
      "conv1d_1 (Conv1D)            (None, 14, 32)            6176      \n",
      "_________________________________________________________________\n",
      "max_pooling1d_1 (MaxPooling1 (None, 13, 32)            0         \n",
      "_________________________________________________________________\n",
      "lstm (LSTM)                  (None, 13, 128)           82432     \n",
      "_________________________________________________________________\n",
      "lstm_1 (LSTM)                (None, 13, 192)           246528    \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 2496)              0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 128)               319616    \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 32)                4128      \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 32)                0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 33        \n",
      "=================================================================\n",
      "Total params: 660,897\n",
      "Trainable params: 660,897\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "tf.keras.backend.clear_session()\n",
    "\n",
    "model = tf.keras.models.Sequential([\n",
    "    tf.keras.layers.Conv1D(filters=64,\n",
    "                           kernel_size=5,\n",
    "                           strides=1,\n",
    "                           padding=\"causal\",\n",
    "                           activation=\"relu\",\n",
    "                           input_shape=windowed_dataset_train.shape[-2:]),\n",
    "    tf.keras.layers.MaxPooling1D(pool_size=2, strides=1, padding=\"valid\"),\n",
    "    tf.keras.layers.Conv1D(filters=32, kernel_size=3, strides=1, padding=\"causal\", activation=\"relu\"),\n",
    "    tf.keras.layers.MaxPooling1D(pool_size=2, strides=1, padding=\"valid\"),\n",
    "    tf.keras.layers.LSTM(128, return_sequences=True),\n",
    "    tf.keras.layers.LSTM(192, return_sequences=True),\n",
    "    tf.keras.layers.Flatten(),\n",
    "    tf.keras.layers.Dense(128, activation=\"relu\"),\n",
    "    tf.keras.layers.Dropout(0.2),\n",
    "    tf.keras.layers.Dense(32, activation=\"relu\"),\n",
    "    tf.keras.layers.Dropout(0.1),\n",
    "    tf.keras.layers.Dense(1)\n",
    "])\n",
    "\n",
    "lr_schedule = tf.keras.optimizers.schedules.ExponentialDecay(5e-4,\n",
    "                                                             decay_steps=1000000,\n",
    "                                                             decay_rate=0.98,\n",
    "                                                             staircase=False)\n",
    "\n",
    "model.compile(loss=tf.keras.losses.MeanSquaredError(),\n",
    "              optimizer=tf.keras.optimizers.SGD(learning_rate=lr_schedule, momentum=0.8),\n",
    "              metrics=['mae'])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Reached the desired error so cancelling training!\n"
     ]
    }
   ],
   "source": [
    "class StopCallback(tf.keras.callbacks.Callback):\n",
    "    def on_epoch_end(self, epoch, logs={}):\n",
    "        if logs.get('loss') < 0.08 and logs.get('val_loss') < 0.04:\n",
    "            print(\"\\nReached the desired error so cancelling training!\")\n",
    "            self.model.stop_training = True\n",
    "\n",
    "stop_callback = StopCallback()\n",
    "\n",
    "log_dir = \"logs\\\\\" + datetime.datetime.now().strftime(\"%d-%m-%Y_%H%M%S\")\n",
    "tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)\n",
    "\n",
    "history = model.fit(train_set,\n",
    "                    epochs=1000,\n",
    "                    steps_per_epoch=TRAIN_STEP,\n",
    "                    validation_data=cross_validation_set,\n",
    "                    validation_steps=VALIDATION_STEP,\n",
    "                    verbose=0,\n",
    "                    callbacks=[stop_callback, tensorboard_callback])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save model weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save_weights('weights/magazine_model_weights.ckpt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load model weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.training.tracking.util.CheckpointLoadStatus at 0x213718a6f08>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.load_weights('weights/magazine_model_weights.ckpt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "forecast_train = model.predict(unshuffled_train_set, steps=TRAIN_STEP)\n",
    "forecast_validation = model.predict(cross_validation_set, steps=VALIDATION_STEP)\n",
    "forecast_dev = model.predict(dev_set, steps=DEV_STEP)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Show predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MAE</th>\n",
       "      <th>MAPE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>RMSE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Train</td>\n",
       "      <td>0.101</td>\n",
       "      <td>0.276</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Validation</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.291</td>\n",
       "      <td>0.027</td>\n",
       "      <td>0.164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dev</td>\n",
       "      <td>0.197</td>\n",
       "      <td>0.453</td>\n",
       "      <td>0.046</td>\n",
       "      <td>0.214</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              MAE   MAPE    MSE   RMSE\n",
       "                                      \n",
       "Train       0.101  0.276  0.018  0.133\n",
       "Validation  0.125  0.291  0.027  0.164\n",
       "Dev         0.197  0.453  0.046  0.214"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_forecast = np.concatenate((forecast_train[:,0], forecast_validation[:,0], forecast_dev[:,0]))\n",
    "total_labels = np.concatenate((labels_train, labels_validation, labels_dev))\n",
    "\n",
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(total_labels.shape[0]), total_labels, \"real value\")\n",
    "plot_series(np.arange(total_labels.shape[0]), total_forecast, \"predicted value\")\n",
    "xpositions = [labels_train.shape[0], (labels_train.shape[0] + labels_validation.shape[0])]\n",
    "for xp in xpositions:\n",
    "    plt.axvline(x=xp, linestyle='--')\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "metrics = [\n",
    "    tf.keras.metrics.MeanAbsoluteError(),\n",
    "    tf.keras.metrics.MeanAbsolutePercentageError(),\n",
    "    tf.keras.metrics.MeanSquaredError(),\n",
    "    tf.keras.metrics.RootMeanSquaredError()\n",
    "]\n",
    "train_metrics = get_metrics_result(metrics, labels_train, forecast_train[:,0])\n",
    "train_metrics.insert(0, 'Train')\n",
    "val_metrics = get_metrics_result(metrics, labels_validation, forecast_validation[:,0])\n",
    "val_metrics.insert(0, 'Validation')\n",
    "dev_metrics = get_metrics_result(metrics,labels_dev, forecast_dev[:,0])\n",
    "dev_metrics.insert(0, 'Dev')\n",
    "\n",
    "COL_NAMES = ['', 'MAE', 'MAPE', 'MSE', 'RMSE']\n",
    "metrics_table = pd.DataFrame([train_metrics, val_metrics, dev_metrics], columns=COL_NAMES)\n",
    "metrics_table = metrics_table.set_index([''])\n",
    "metrics_table.round(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions: Train data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2137206d648>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(labels_train.shape[0]), labels_train, \"real value\")\n",
    "plot_series(np.arange(labels_train.shape[0]), forecast_train[:,0], \"predicted value\")\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions: Validation data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x21373934bc8>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(labels_validation.shape[0]), labels_validation, \"real value\")\n",
    "plot_series(np.arange(labels_validation.shape[0]), forecast_validation[:,0], \"predicted value\")\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions: Dev data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2137334b748>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(labels_dev.shape[0]), labels_dev, \"real value\")\n",
    "plot_series(np.arange(labels_dev.shape[0]), forecast_dev[:,0], \"predicted value\")\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
